{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "b66fda50",
   "metadata": {},
   "source": [
    "# Functional enrichment of biological terms"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aca06cc5",
   "metadata": {},
   "source": [
    "scRNA-seq yield many molecular readouts that are hard to interpret by themselves. One way of summarizing this information is by assigning them to biological terms from prior knowledge.\n",
    "\n",
    "In this notebook we showcase how to use `decoupler` for functional enrichment with the 3k PBMCs 10X data-set. The data consists of 3k PBMCs from a Healthy Donor and is freely available\n",
    "from 10x Genomics [here](http://cf.10xgenomics.com/samples/cell-exp/1.1.0/pbmc3k/pbmc3k_filtered_gene_bc_matrices.tar.gz)\n",
    "from this [webpage](https://support.10xgenomics.com/single-cell-gene-expression/datasets/1.1.0/pbmc3k)\n",
    "\n",
    "<div class=\"alert alert-info\">\n",
    "\n",
    "**Note**\n",
    "    \n",
    "This tutorial assumes that you already know the basics of `decoupler`. Else, check out the [Usage](https://decoupler-py.readthedocs.io/en/latest/notebooks/usage.html) tutorial first.\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7bb71063",
   "metadata": {},
   "source": [
    "## Loading packages\n",
    "\n",
    "First, we need to load the relevant packages, `scanpy` to handle scRNA-seq data\n",
    "and `decoupler` to use statistical methods."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8d8d1e9c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import scanpy as sc\n",
    "import decoupler as dc\n",
    "import numpy as np\n",
    "\n",
    "# Plotting options, change to your liking\n",
    "sc.settings.set_figure_params(dpi=200, frameon=False)\n",
    "sc.set_figure_params(dpi=200)\n",
    "sc.set_figure_params(figsize=(4, 4))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba3c7327",
   "metadata": {},
   "source": [
    "## Loading the data\n",
    "\n",
    "We can download the data easily using `scanpy`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b55c010e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 2638 × 1838\n",
       "    obs: 'n_genes', 'percent_mito', 'n_counts', 'louvain'\n",
       "    var: 'n_cells'\n",
       "    uns: 'draw_graph', 'louvain', 'louvain_colors', 'neighbors', 'pca', 'rank_genes_groups'\n",
       "    obsm: 'X_pca', 'X_tsne', 'X_umap', 'X_draw_graph_fr'\n",
       "    varm: 'PCs'\n",
       "    obsp: 'distances', 'connectivities'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata = sc.datasets.pbmc3k_processed()\n",
    "adata"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5733c3d9",
   "metadata": {},
   "source": [
    "We can visualize the different cell types in it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d54e1470",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/badi/miniconda3/envs/dcp39/lib/python3.9/site-packages/scanpy/plotting/_tools/scatterplots.py:392: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n",
      "  cax = scatter(\n"
     ]
    },
    {
     "data": {
      "image/png": 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xbydvXNQuACRpkkjISGByq8m83+59anvVxlXtSqBrIECBQktF9fqO1zkWfYzm/s0tJsK7IndxJuFMia4jhBBCiIpN9nkVQghRgEanITY9Fg9HD1KyUgocz8jO4Kd/fiIsNoywmDAMGKjlVYtAt0AUCgW1vWvzb/y/doklS5/F1dSrXE29arXdqbhTNPJtZJdrCiGEEKLikeRVCCFEPteTrzN+y3hupt202Eaj0/DLqfxVh8OTwglPCi/t8CzydfEtt2sLIYQQovTJtGEhhBAmWp2Wl/9+2WriWhH5ufjxcPDD5R2GEEIIIUqRJK9CCCEASM1KZdiGYeU6elocvs6+zOg2AweVbYWhMrMzORF3gitJV0o5MiGEEELYk0wbFkIIAcDsU7O5kHihvMMoslaBrQhwDWBLxBa8nbxpXbk1SoX5e7ML/l3ArJOzTPvShvqHMrXjVGp41SjDiIUQQghRHApD3o36HhDBwcEAREZGlnMkQghRMVxNvsqwDcNI1aaWdyjFokCBAePbWZB7EF8//DWN/Rrna7P+8nre2/tegb5V3KqwYdAGHFWOZRKrsA95LxdCiAePjLwKIcQDZv+N/awLX0eyJpk2ldugUCiYfnS6Kfm7F+WN/UbqDV7c/iKbntxk2s4H4Lczv5ntG5UWxdarW3ms1mOlHqcQQgghik+SVyGEeIB8G/Ytc0/PNX2/58aecoym9NzKvMXWq1t5vPbjpucikiMstrd2TAghhBAVgySvQghxH0rISOD3c79zOPowbg5u9K/Vn/o+9fMlrhWdUqGkW3A3tl/fXqz+UalR+b6v4VmDs7fOmm3r7+xfrGsIIYQQouxI8iqEEPeZ6LRoRv81mui0aNNze2/spVGlRuUYlXXeTt4kahJN3ytQMK7JOCa1nIRGp2HRmUXsjtzNpcRLpmJLhannU4+j0UfJyM6gRUALRjUaxft73zfb9r9H/sstzS1eaPaCPV6OEEIIIUqBFGwSQoj7zP8d+D/+uPBHic/jpHIiS5dV6mthm/s3Z27vuawPX8/0sOn5ktOu1brSJagLXx7+kix9ls3ndFQ6Usm5EtHpxgTeRe3CxGYTAfjl5C+kadPM9vtfl//xaM1HS/BqRFmR93IhhHjwyD6vQghxn9l5faddzqPRacqkiNPxuONcT73Or//+WmBUdef1nXx68NMiJa4A2fpsU+IKkJGdwfSw6VTzqMazTZ612G/puaVFuo4QQgghyo4kr0IIcZ9RKVUl6q9WlP2KktknZ1ssmlScBFqP3uzzS84tIS49zmK/qLQoi8eEEEIIUb4keRVCiPtMr5BeJeqfbci2UyS223p1a5lc52bqTepXqm/xeH0fy8eEEEIIUb4keRVCiPvMhKYTqO1Vu7zDKJKiTgsurjredehbsy9V3KoUOKZSqBjbZGyZxCGEEEKIopPkVQgh7jPezt4seWwJfWr0Ke9QAHBWOZd3CICxgnFD34ZsCN/Ah+0/pGPVjihQAMZtdKZ3nU6rwFblHKUQQgghLJGtcoQQ4j6Tpcvig30flNlUXGvUCjV6g/n1p2XNgIGfT/xs+r5H9R48XvtxdlzfQVxGHH9d+YuaXjWp6VWzHKMUQgghhCWyVY4QQtxnvjv2HXNOzSnvMO5J3k7e/P7Y7wR7BJd3KKIQ8l4uhBAPHpk2LIQQ95mVF1aWdwj3rERNIgvPLCzvMIQQQghhhiSvQghxH9HpddzW3Lbb+bwcvWxql7N2tLy1DmzNi81eLNE5jsYctVM0QgghhLAnSV6FEOI+olKqaFipod3ON6XNFKuJaU3PmgysM7BYe7HamwIFp+JOsSliEw5Kh2Kfx9vJ235BCSGEEMJuJHkVQoj7zPOhz9ttJHTRmUU4qCwngleTr7Lh8ga7XKukDBjQ6DWEJ4Wj1WuLfZ7Haz9ux6iEEEIIYS+SvAohxH0gPiOeOafm8NnBz0jITGBqp6nU8a4DgKvalUF1BhXrvOdvn8ff2d/icT16sg3ZRTpnRZli3LBSQ5SK/G+Dg+oMYkDtAeUUkRBCCCGska1yhBDiHnfg5gFe3fEqGdkZpuc8HT3xc/HD38WflgEteTj4YVZfWl2s899Iu2GvUHmq3lP4u/jz04mf7HbO4nqmyTM082/G4rOLORR1iOSsZCKSI1h3eR0D6kgCK4QQQlQ0slWOEELcw7R6Lb1X9CY+I95qO2eVM1q9Fp1BV0aRmadWqKntXZvzt8+XaxwAvs6+aHQaUrWpBY6NbDiSd9q+Uw5RCVvJe7kQQjx4ZNqwEELcw45EHSk0cQXI1GWWe+IKkG3ILlLiqkJl9bi7gztuDm7FiiUhM8Fs4gqw5OwSrqdcL9Z5hRBCCFE6JHkVQoh7WN6pwvcjHdYT7lRtKmnaNLtf14CB/Tf22/28QgghhCg+SV6FEOIe1iqwFU4qp/IO477krHYu7xCEEEIIkYckr0IIcY+KSYth67WtdKzasbxDue+4qF3oVr1beYchhBBCiDyk2rAQQtyDZh6fyS8nfzGtY1UpVAS7B5OhyyA1K5X07PR87R2UDlb3Pg1yD+JGav6qws4qZ3R6HVpD8fdMvRepFWo+fuhjPB09yzsUIYQQQuQhyasQQtxjdkfuLrDVjM6g42rKVRQoMFCwiLy1xBWgW7VuhCeFcyT6CFq9lkDXQJ5v9jyVnCvx2o7X7Bl+haVESVP/prSp3IZa3rXKOxwhhBBC3EW2yhFCiHvMpL8nseP6jiL3s5TYWlPHuw6XEy8Xud/9oG/Nvnze6XNUSusVj0X5kPdyIYR48MiaVyGEuMckZCYUq19xkrBLiZceyMQV4M8rf7L47OLyDkMIIYQQd0jyKoQQ95hQv9Bi9eterTv/6/I/AlwD7BzR/Wv1pdXlHYIQQggh7pDkVQgh7jEjG47Ew9GjSH28HL14qcVLPFrzUZ6o+0QpRWZ/3YLLt+Lv7czb5Xp9IYQQQuSS5FUIIe4xwR7BzO8zn05BnVAqlKgVanqF9OLx2o9b7JOalcrck3NJ0iTRKahTGUZbfI18GzGx+cRyjcHD0YPkrORyjUEIIYQQRlKwSQgh7mFanRYUxq1wTsefZsxfY8jSZ1ls76hyZELTCfx04if0Bn0ZRlo0DkoHfur5E5WcK/HkuifLNZb6PvX5re9vuKhdyjUOkZ+8lwshxINHRl6FEOIe5qBywEHpwPLzyxmxcYTVxBUgS5fFD8d/qBCJq/LOW5Dizn/uDu5Udq1Mp6qdeKXFKwS4BFDPpx41vWradD4vJy/qete1e5znb59nQ/gGu59XCCGEEEUjyasQQtzjEjMT+d+R/91zVYH16KnjXYedQ3ZycsxJNgzaQJBHEHtv7mV62HQGrB3AmL/GMLnVZBxVjoWer0f1HlR1r1qsWBQoqOpmue/BmweLdV4hhBBC2I8kr0IIcY/bFbkLjU5T3mEUy6XES8w6NQuAd/a8Q1hMWL7jx2KPMXnnZLJ01keUAR6t+Sjtq7QvcgxPN3qa9YPWU8OrhsU2bg5uRT6vEEIIIexLklchhLjHVYQpwOYobXyLWXNpDY+seISDUeZHN7V6baHncFG70MCnAYPqDrI6gnq3Gp41eLPNm4R4htCvVj+L7R6r9ZjN5xRCCCFE6ZDkVQgh7nGdgzujVqptbu+sci7FaIwUKNBjW1Kdpk3jRtqNEl0vIzuDzw59hlqpZnzT8Tb3m9ppqunxY7UeM5ukjm08lnZV2pUoPiGEEEKUnFQbFkKI+8CcU3P47th3hbZzUDqw4JEF/HziZ/bc2HPPrZMtjLuDOw0rNeRIzJFC277Y7EWzW/GExYSx8/pO1Eo1vUN609C3YSlEKkpK3suFEOLBI8mrEELcJ/bf2M+KiyuIz4gnIimC25rbZtu91+49hjcYzsiNIzkZf7KMoyxf9Xzq0cSvCY/XfpxWga04En2EzRGb0eq1dAnqQtdqXVEpVeUdprCBvJcLIcSDx/Z5ZkIIISq0DkEd6BDUAYBOSztZbBedFg1AQmZCmcRliRKlzVOLS8rX2ZcJoRMY0XAEADq9jle2v8LOyJ2mNqsurqJD1Q780P0HHFQOZRKXEEIIIWwna16FEOI+odFp+P6f7+nxRw+SNckW2+VMg21QqUFZhVaASqEqcuLqpHIiyD0IpaLob106gw5PR09SslI4f+s8Pf/omS9xzbH/5n6WX1he5PMLIYQQovTJyKsQQtwnXtvxGntv7LXapqZXTXpU7wEYCxHtur6LbEN2WYRnUse7DkPqDeHzw58XqV+WLgu1Ul2s6sqJmkTe3fsujkpHVEoVGdkZFttuurKJkQ1HFvkaQgghhChdMvIqhBD3gX9i/7GauKoVanqF9GJO7zk4KI1TYpsHNGdG9xnU9alr83WclE581P4jtg7eysJHFqJAUaQ4XdWuLO+3nGYBzXBVuxaprwEDV5OvFqnP3bL0WVYTV+Ce3TNXCCGEuN/JyKsQQtwHwmLCLB5TKVTsGbYHd0f3Asc6B3emc3Bn9t3YxwvbXij0Oi+3eJmn6j8FQGW3yvQO6c3mq5ttjjM9O50JWydwNOaozX3KWufgzuUdghBCCCHMkJFXIYS4D3g6elo85uPsY0pcDQYDi84sou+qvoQuCGXQ2kGsu7yOjkEdGdVwlMVzKFDwZN0nGd1otOm5bVe3FSlxzVGRE9dqHtWs/hyEEEIIUX5k5FUIIe4DfWr0YdrRaWanxA6oPcD0+Jtj3zD/9HzT95cSL/H+3vdJyUrh7bZv0ymoExvCN5CqTaVtYFv8Xf3J1GXSKrAV1Tyq5TvvorOLSu8FlYOHgx/m/zr+Hz7OPuUdihBCCCHMkORVCCHuA15OXvy38395e8/b+RLY9lXa80Iz43TgxMxEFp9ZbLb/rJOzGFJvCB2DOtIxqKNN17yWfK3kgVcA3k7etA5szYTQCVRyrlTe4QghhBDCAkleRekxGCD2jPHPwMagKFphFyFE0XSr3o2tg7ey6comEjWJtAxsSZvKbUzHTyecJkufZbbvrcxbXE2+Sh2fOjZfr6ZXTeIy4kocd3nxdvImSZNEoiaRbde2se3aNh6v/Tifdvy0WNvxCCGEEKJ0SfIqSkf4Ltg4GRIuGb/3qQl9p0HdnuUblxD3OS8nL4Y2GGr2WGHTYS8mXmTfzX1UcatCt2rdcFA5WG0/pvEYDkcfLnasZU2JEj16VAoVbSu35UDUgQJt1l1eR4uAFgyuN7gcIhRCCCGENXJrWdhfwmVYMjQ3cQW4fQWWjoDYs+UXlxAPkJNxJ5myawr9V/fn+a3Ps+PaDhr7NqaeTz2z7d0d3Hlr91tMOzqNN3a9Qd/Vfbl4+6LVa3QJ7oKHg0dphG8TB4UDPk62r0/VY9wf1mAwWE3M115aW+LYhBCiJBQKBQqFgrFjxxbruBD3K0lehf0dmQvm9lHUaeDgz3B6Fez5Gs5uAL2u7OMT4j63O3I3Y/4aw+aIzUQkR7D/5n4m7ZjEgn8X8FWXr6jiViVfezcHN1K1qfmei06L5o1db2AwGKxeJ0WbUiqvwRZag5bbmttF7qdHz74b+yweT9QkliAqIexv7969vPXWW7Rr146goCCcnZ1xd3cnJCSE/v3789VXXxEZGWm2786dO02JTt4vpVKJl5cX1apVo1WrVowbN46ZM2cSHR1d4njDwsJQq9UlTrC6du1qNvaifNWoUaPEr0cIUXHItGFhf/EXLB878Tsc+zX3e9+6MHo1eFez2EUIUTRfH/2abEN2ged/PP4jT9R9go2DNvL39b+5kXqDKm5VeHfPu2bPcyXpCsfjjtMioEW+5/++9jfrLq/jeOzx0gi/TOgMlm+cta7cugwjEcKykydPMmnSJHbt2lXgmEajIS0tjWvXrrFhwwbeeecdhg8fzpdffklwcHCh5zYYDCQnJ5OcnExkZCTHjh1j3rx5TJo0if79+zNt2jRq1apV5Ji1Wi3PPPMMOp3cnBZC2J8kr8L+fGvDpa3mj+k0+b9PuAhrX4Ix60o/LiEeADdSbxCeFG72WEZ2BoejDtMjpAd9avTh0u1LzD4122oidyvzVr7vvzj0BUvOLSlyXLU8axGebD6uisTD0YOxjceWdxhCsGbNGkaNGkVaWhoAtWrVYsiQIXTo0IHAwEB0Oh1RUVHs3r2bNWvWcPXqVRYvXkzr1q157bXXzJ5zwIABfPbZZ6bvMzMzSUxM5OLFi+zfv5/Vq1eTlpbG6tWr2bp1K3PnzmXIkCFFinvq1KmcOnWKwMBAYmJiiv36AebPn296/Xdbu3YtH3zwAQATJ07kxRdfNNvO0dGxRDEIISoWSV4fZNGn4eg8SLwKAQ2hzXjwqVHy87Z+1nhenfmqpgVc2QWJ12X0VQg7cFI5WT3+xq43eKTmI3QK6sR/9v3HYvVhALVCTVO/pgAciT7C0eijRU5cfZx8GNtkLHNOzSlSP3OxmBtNtgcFCpxUTnQO7syLzV4kxDOkVK4jhK0OHTrE0KFDycrKQqFQMHXqVKZMmYKDQ8G12k888QTTpk3j119/5Z133rF6Xm9vb5o0aVLg+Z49ezJx4kQSExN57733mDlzJqmpqYwaNQp/f3+6detmU9ynTp3i888/R6lU8s033zBixAjbXrAFNWvWtHjs6NGjpscBAQFmX5cQ4v4jyeuD6t81sHIc6O98GLy0DY7Oh1EroXr7kp3bvz4MXQQbJkPynTU4Lr6QkWC5T8ZtSV6FsAM/Fz/aVm5rsQqwzqBjY/hGNl/ZXGgyOLjeYHR6HYPXDeb87fNFikOtUDOvzzwa+zXmaMxRUrKKtzbW28mbLzp/QX2f+qy9vJaZx2daTbiLw4CB9YPWU9mtsl3PK0RxZGVlMWzYMLKyjP/OZ86cyfPPP2+1j1qtZvz48fTu3ZtLly5ZbWuNt7c3P/30E5UrV+Y///kPWq2WsWPHcunSJbOJc146nY5nn30WrVbLyy+/zEMPPVTsOIQQwhIp2PQgytbAxjdyE9ccWamwcYp9rlGvD7x2EsZtg2e3wMtHwMHFfFsXH2PCK4Swi/fbv4+/i7/VNtYS10rOlXit5Wu82+5d3tz9ZpET15zzezt746hyLHQ02JIOVTuw6clNdArqhL+rP+ObjkdRzP2iA10DLR7zcPSgknOlYp1XCHtbuHAhERERAPTu3bvQxDWv6tWr07179xLH8MEHH9C6tXHt97Vr11i4cGGhfaZNm8bRo0cJDg7m888/L3EMFcGpU6d49dVXadasGZUqVcLBwQFfX186duzIe++9x6lTp6z2X79+PSNGjKBmzZq4urri4eFBo0aNeOmllzh/vui/V4siKyuLn3/+mV69elGlShUcHR3x8PCgRo0atG/fnrffftvsWmohKjoZeX0QXTsA6fHmj8WcgltXoNKdqTq3r8LxxZB8A6o0h9Ch4Oxp23WUKqjWJvd7z2DjGte7uQeCungfboUQBdXyqsWagWtYf3k9P/7zY5ErAs/oPoNm/s24cPsCJ+JOFCsGtVJNoGsgOr2OYPdgAl0DiUkvuP5NgQID5isaT2o5CTcHN9P3mdmZaHVai9d0V7uTmp1q9tjYxmPZdm0bYTFhBY4Nqz8MR5WsixNFk6bJ5kJMCmkaHW5OKuoFeuDmVPKPVXPm5E6xf+ONN0p8vuJQKpW8+uqrjB49GoCVK1cybtw4i+3Pnz/Pxx9/DMBPP/2Eh4cHCQlWZltVcFqtltdee42ZM2cWqLh+69Yt9u/fz/79+1myZInpRkNe8fHxDBkyhB07dhQ4dvbsWc6ePcsvv/zCV199xeuvv273+GNiYujVq1eB5Fqr1ZKamsrVq1c5dOgQixcvtlilWoiKSpLXB5GVrS/uNDD+ce5P+GNsbpGlfxbB3m9h7AZjcqvTQtJ1cKkELt7WT5l0A25dNn8s7jwkXgPv6ra/BiGEVZ6OnoxsOJJtV7dxNOZo4R3uqOxWmSa+xrVjF25ZqRxeCJ1ex6///srKCyuJzYjFWeWMSqHKVxzK28mbbtW6sfrS6gL9Wwa0pLFv43zPZWRnmPZqNWd4w+EsPb+0wBTlIPcgBtQZwGO1HuODfR+wJ3IPBgw4qZx4qt5TvNT8pWK/TvHguRCTwsIDEaw+doO0rNx/z26OKga1DOLph2pQL7B4+x+npKQQFma8weLq6mqXUdTi6tOnj+nxvn370Ol0qFSqAu30ej3jxo0jMzOTIUOG0L9//7IM0+4MBgNDhw5l9Wrj76WAgABefPFFOnXqhK+vL4mJiRw/fpwNGzYQHl6wCF1KSgpdunTh7NmzKJVK08+kZs2aKBQKwsLC+O6777h48SKTJ0/Gy8uLZ5991q6v4ZVXXjElrn369GH06NGEhITg5uZGQkICp0+fZuvWrZw5c8au1xWiLEjy+iAK6WBMODNuFTzm7AXHFkLTp2DtiwWrAydHwl9vQ+1usGc6pMWC0gEaD4K+X+UmsSkxxmnCN8Lg5HJIugYGSx86DZAUKcmrEKXgyXpP2py8Oigd+LD9h6iUxg+oJdnv1ICBmSdmmr7P1GUCUMe7Dg0rNaSOTx0G1hmIp6MnLmoXVlxYQZY+CwUKOgZ1ZGqnqQXO6eHoQU2vmlxJulLgmAIFg+oO4pGajzDj2Az23NiDSqGiV0gvXm/1Oh6OxmTixx4/cjP1JjHpMdTyqoWXk1exX6N48MzZE87UP8+avQeclqVj0cFrLD50jff7NmR856JvM3P69Gmys41T+ps1a4ZaXX4f0/z9/QkODiYyMpLk5GSio6MJCgoq0O6HH35g3759+Pj4MGPGjHKI1L5mzZplSlwfeughNm7ciI+PT742Xbt25bXXXuPatWsF+k+ePJmzZ8/i4+PDli1bTNOvc7Rv355nnnmGRx55hD179vDGG28wePBgPD1tnNVWiMzMTNasWQMYi3mtXLmyQJuePXvy2muv3dOj4+LBJcnrg0jtZEw0V02Au7fIyEyCvd/AvhkFj+W4uNn4lUOvhVPL4cxaY1KbcPnO9GAFWJgOmI/KEfxkzasQpaFfrX6cSTjD4rOL0Vu8gWT0v87/o0twF9P3/q7W180Wx+XEy3zX7Tuqe+berHq33btMbDaRy0mXCXQNJNgj/x6V6y+vZ+6puVxOuoyno/kPeIPqDqKah7Ho2w89fkCn16FQKFAqCpZ2qOpelaruVe34qsSDYM6ecD7beLbQdgYDpnZFTWDj43OX9AQGWl6nXVZ8fX1N00pv3bpVIHm9cuUK7733HmBc81oRYi4Jg8HAF198AYC7uzsrVqwokLjmVb16/pvukZGR/PrrrwB88cUXBRLXHK6ursycOZMmTZqQmJjIihUr7Db6euvWLbRa4/KKhx9+2GpbX19fu1xTiLIkBZseVE0Hw3PbocUoY8Gku1nZ99EinQYubMqzrtWGxBUguC0sfhKm1YPFT0HEvqJfWwhh0Vtt3mLjoI180O6DfGtI73YhMf804c5BnXF3cLdrLAYMnLt1rsDz3s7etApsVSBx/ePCH7y39z0uJxmXHSRnJQPGolIOSgeC3IN4reVrfNT+o3z9VEqV2cRViOK4EJPC1D8LT1zzmvrnWS7EFG29eXJysumxu7t9/98rjrwx5I0tx3PPPUdaWhrdunWz+9TX8nDixAmuXr0KwIgRI6hatWg3udavX28aOS9sf9zGjRubksd9++z3ucfX1xcnJ2MdkaVLl1rcJ1eIe5W8sz/IqraAVs8Yt6kpN0q4uhdu/gOpMXBxCyzoDxc2F95VCGGzYI9ghjYYiqva1WKbu5M9VwdXPuv0GQ7K/FtkBLsHM6nFJIvJoYeDR4E+eQW4BtgUs06v45cTv5g9lqRJ4s8n/mTTk5sY13ScaaqzEKVh4YGIwstF3MVggN8OXC1SHw+P3LWyqanmi4+VpZSU3OT77mmts2bNYvv27Tg7OzNr1qyyDq1UHDt2zPS4sFFLc44cOWJ6XKlSJRQKhdWvnGm70dHRJQ/+DicnJ0aNGgXAgQMHqFGjBi+++CKrVq2S4kziviDThh9U2gw4vRL+fLucAzEzjdGggz+ngEIJNbtIJWIh7KhnSE9+P/e72WO9Q3oXeK5H9R5sHLSRNZfXEJceR2PfxvSt1RcXtQuP1nyUP6/8SbIm2ZQUV3avTJ8affjfkf+x6uKqAuer71Of5gHNbYo1Oj3abIViMO5Xeyr+lE17s+6J3MOy88uIToumfqX6PN3oaepXkqUKwjZpmmxWH7tRrL6rjkXyzqMNbK5C7OfnZ3ocE2P+335ZyjuNuVKl3O2kIiMjefPNNwH4z3/+Q506dco8ttIQFxdnelzUUVeA2NjYYl03PT29WP0s+e6770hPT+f3338nPj6emTNnMnOmsQZBSEgIjz/+OBMnTqRhw4Z2va4QZUGS1/tZcpRxVNW3DqjzbANx8x9YPMRYbKkwvvUgofgVR4st8RosHgyuvtD/O2h4b1cvFKKieD70eQ7cPEBEckS+559r+hy1vM2vz6viXoWJzSYWeD7YI5gJoRPM9nm7zdvEpcex58Ye03N1vOvwTbdvbI7Vw9EDtUJtcU9aW/ZmXfDvAqYdnWb6/vzt82yO2MzMnjNpU7mNlZ5CGF2ISclXVbgo0rJ0XIxNpXk1b5vaN23aFJVKhU6n48SJExYr/JaFmJgYbt68CYCXlxdVqlQxHfv+++9JTk7G09OT4OBgli5dWqB/3kTwypUrpjbBwcF06tSplKMvHzlThhUKBSdOnLB5X2o3N8vLOYrDzc2NJUuW8N5777Fs2TJ27NjB0aNH0Wg0XL16le+//54ff/yRTz75hA8++MCu1xaitEnyej9KugHrXoHLfwMGcPOHLm9Buwmg18Pyp21LXAGqtQZtmnGf1/KQngB/PAMvHQLf2uUTgxD3EV8XX5b2W8qaS2s4HHUYD0cPHq/9OG2rtLXrdVwdXPmp50+cv3WeC7cvUNmtMq0DW9v8YQ6M2/30DOnJpohNBY7V8KxBy4CWVvsnaZL44Z8fCjyv0Wn46shXLO+/3OZYxIMrTVO8xDW3v/mbL+Z4eHjQqlUrDh8+THp6Otu2bcu3ZU1Z2rw5d/lOx44dUSpzlwloNMadCJKTk017wVqze/dudu/eDcCAAQMqbPLq759bpC4ncS+KnJFzg8FA5cqV852vPDRp0oQmTYxbn2k0Gg4dOsSqVauYPXs26enpfPjhhzRv3px+/fqVa5xCFIWseb3f6HXw2yC4vB1TwaS0OPjrTTixDCJ2G0c1bXV8CaREFTEI2z+c2kSvhbBfQZcNh2fDnF7w00Ow6V1joi6EKBI3BzdGNhzJd92/47NOn9k9cc2rfqX69K/dnzaV2xQpcc3xfrv3CfUPzfdcZbfKTO86vdDzHY4+bNqi525nb50lLj3O7DEh8nJzKtnIp61ThnOMHz/e9Hj69OklunZx6fV6vvvuO9P3Tz75ZLnEUdZatWplerxr164S9d+7d69dYrIXJycnunTpwrfffsuqVblLOsyNmgtRkUnyWpFd2QNLhsJ3zWDhADj/V+F9LmyG+PPmj+2fAfEXzR+zxtr2Gh5VYfhS6PwGdHwNxm2DsRuKfo3CJEXCH2OMa2EjD0PsGTj4E8zuDonX7X89IUSF4O3szeK+i5nbey5vtXmLb7p+w59P/Eldn7qF9rVWNEqBwupxIXLUC/TAzbF4Caybo4q6AUWrGjxmzBhCQkIA2LJlCz///LPNfa9du8bff/9dpOuZ8+mnn5qKF4WEhBQYXf32228xGAxWv65cyd2PecyYMabnc/YgrYhCQ0OpWbMmAEuWLCEqqmg37x9//HHTNO9vvvkGQ1GrfJWRHj16mEbS865rFuJeIMlrRXV6JSx83Lj1zO0ICN8Jvw+Dg4W8icVZKeUf8y/8ZecCTe4BUP9R6PER9PoEqrUBn5r2vQbAtYNwzkxSnBoNe8vnzrQQouy0rdKW0Y1G0zOkp81JZ/sq7fFy8jJ7rF2Vdng7e9sxQnG/cnNSM6hlUOENzXiiZXCRR14dHR1ZtmwZjo7GWhUvvfQSX375pWnvTnN0Oh3z5s2jZcuWnDx5slixAiQmJvLSSy/x8ccfA+Dg4MD8+fNxcHgwbvQoFArTvrWpqak8+eST3L5teUeG69fz3zyvXbu2KdHfs2cPr732Gjqd5WnnWq2W+fPn27U4V3h4ODt27LDaZsuWLej1xoGJWrWKthexEOVN1rxWRHo9bP2P+RHPHZ9Dy9HgaGFxv08NKyc2FG//VmuijkPUSaiSZ1qfVxDU6AwReyx2K7IUK2tPLm6133WEEPcNZ7Uznzz0CVN2TyFbn7vu0NfZl3fbvluOkYl7zdMP1WDxoWtF2i5HoYDRD4UU63rt2rVj2bJljBo1irS0NN59911mz57N0KFD6dixIwEBAej1eqKioti7dy+rV68mPDy80PMmJiZy+vRp0/eZmZkkJiZy6dIl9u/fz6pVq0z7grq5uTF37ly6detWrNdwrxo/fjx//fUXq1at4sCBAzRs2JCJEyfSpUsXfHx8SEpK4tSpU6xbt45Lly4V+LnPmDGDsLAwTp06xYwZM9i+fTvjxo2jVatWeHp6kpKSYvp5r169moSEBC5evEhgYKBd4r927Rrdu3enbt26DBgwgDZt2lC9enUcHR2JiYlh27ZtptF8tVrNhAnmi+4JUVFJ8loRxZ+HJAtTYTVJcP0w1LbwZtKgH3gGQ3IZ7uV185hxbezZdcaEu35faP8iXN1v/2TZHNlKRwhhQY+QHqwdsJZVF1cRlRZFw0oNGVhnoIy6iiKpF+jB+30b8tlGK7Ob7vJ+34bUC/QovKEFAwcOZP/+/bzyyivs3r2b8PBwvvjiC4vtVSoVo0ePZujQoRbbrF27lrVr11q9rlqtpl+/fnz99dcP7Kjc77//zssvv8zs2bOJiYkxjUTfLWd6d14eHh7s3r2bsWPHsnbtWv79918mT55s8VpOTk44Odn/c8zFixeZNm2axeM5NyeaN29u92sLUZokea2IHFysH7c06grGRG70KljxLMScttzOnvZ8nb8I1NG5cHxR2SSuAE0ejEISQojiqe5ZnddavVbeYYh73PjOxkRu6p9nrY7AKhTGxDWnfUmEhoaya9cu9u7dy9q1a9m1axeRkZEkJCSgVqvx8/MjNDSUrl27Mnz48CLtTapQKHBzc8PLy4uAgACaN29O69ateeKJJ6hcufD9k+9njo6OzJo1ixdeeIHZs2ezc+dObty4QUZGBt7e3tSvX5/u3bszcuRIs/29vb1Zs2YNBw4cYMGCBezdu5fIyEhSU1Nxc3OjWrVqhIaG0rNnTwYNGoSPj4/dYu/cuTO7d+9my5YtHDp0iGvXrhETE0NqaioeHh7Ur1+fXr168fzzzxMUVLzp8EKUJ4Whoq4mL0XBwcGAcZPtCmtOT4g8UvB5nxrwyj+gtLBcWZcN+76FsAV3Rm9L+a+3Ui24VfhUpVIT3AZGrwGnohXEEEIUXWRKJHqDnuqe1cs7FCHK7b38QkwKvx24yqpjkfn2f3VzVPFEy2BGPxRSohFXIYQQlknyWlHFnDEWbErLs5WDkyeMWA4qB+Merg6uUKWZcapuYBNw84XVL8CJ30snpsqhEH8BsjNBoYR6j0C25s62POWgekfoNx1cfcE9z15qMf/C31Ph0jZQO0PTJ6HbB8afjxCiyE7FneLTg59y9pZxymRtr9q80+4d2ldpX86RiQdZeb+Xp2myuRibSpomGzcnNXUD3ItcnEkIIUTRSPJakWUkwsllEHsWKtWE0KHGvU3/XVWwrcoJmjwBJ5ZSaqOtzUdB708h4RJ4VgWvYFj5HJxaXjrXs0oBbn53knsF1O0F/b4xJtOzuhnXBufl3xAm7AQH53KIVYh7V3RaNIPWDiJVm5rveSeVE0sfW0odnzrlFJl40N0z7+VCCCHsRm4RVhR6HWSlgZOHccEMgIs3tHs+t82hX8wnrgA6TemNuOa4FQ6uleBmCmz5ANLijVvllDVHN+PPyjQqbYCLW2DhQKjevmDiCsYthE6vhBbm16cIIcxbfn55gcQVQKPTsOTcEj566KNyiEoIIYQQDyJJXstbdhbs/BzCfoWM28Y9Uju9Dq3GFGx7fHHxr6NQQXArQAHXDxXvHLcjYOeXsPOuaocOLqDNKH5sOZw8QZNsvU2NLqBNgxthBY8lXDQmtZZc2y/JqxBFdCnxksVjF29fLMNIhBBCCPGgk+S1vK19Kf+029tXYP0k0GuhzXjjc1cPwIEfjGs5i8ugM26xUyIG2PXfgk9rM8DZCzLNjHgWRWGJq8oJBvwAPz1kuY3CQiErMK6NFUIUSZC75WqUQR5SqVIIIYQQZcfKJ31R6hIuw6k/zB/bM904lXjNSzD/ETi3AfTZZRvf3Zw8jMWhzClp4mrr9b2CwcvKB2a/epaPNRls/5iEuM89Vf8p1MqC9zmVCiXD6g8rh4iEEEII8aCS5LU83fwHi8WVkm/A1/WN+6VWFNma8r1+ejxc3Q/O3uaPK1TWR2//GGOcmi2EsFktr1pMe3gavs65Mxe8nLz4vw7/R/OA5qVyzcuJl5l5fCbf//M9p+PLaL9qIYQQQlR4Mm24PHkUsgl43m1yKoKsdFCqy3cEOP0WRJ0wf8ygM78WNsetcNj1P3jkC8tthBAF9Kjegy5BXQiLDUOv19MysCXO6tKp3P39P98z6+Qs0/ezTs5iUJ1BfNLhExQ5xeyEEEII8UCSkdfyVLWVsdjRvcIjEFqPK7/rO7iBX11jZWVLrK15BTi1wr4xCfGAcFA50L5KezoEdSi1xPVo9NF8iWuO1ZdW89eVv0rlmkIIIYS4d8jIa3k69JN9qvSWlZjTxi+vYFC7GKv7lqVu7xLrGMIvTGCnpi5OaHlctZ+xqs04K7TGNgad9XPcSz9vIR4w68PXWzy2LnwdfWv1LcNohBBCCFHRSPJank5aKNZU0SVFgsrRvudUKAGF5eSz2XBimzzHwB/3cTOzq+npM9k12K0P5TeHL1Ap7qwfdq8MqdHmz1O3p13DFkLYT0pWisVjqVkF95oVQgghxINFpg2XJ62VPUkrOl1W0ftUqmP5mMFgXE9riUdlZu8J52ZSZoFD+/VN2KpvlftE6FNQt0/Bczh7Q9d3bY9XCFGm2lVuZ/FY28ptyzASIYQQQlREkryWp2DLH9TuCUVdr+vkaeWgwfpa1uod2XXBcgGrXfrmud+EDoXhS6HfNxDcFnzrQqtn4Lm/wb9+0WIWQpSZ/rX7U8e74E2uANcARjQcUQ4RCSGEEKIikWnDZSHpBoTNh9iz4FMDWoyGw7Pg9Mryjqxk2j4P1w/Dtf22tQ9qAVHHinet08txdhgDQGUS6Ko6gQ4l23QtuY0nzmgABfT6BCo3NfZp/azxSwhxT3B1cGV+n/nMOjWLLRFbyNZn07VaV15o9gJ+Ln7lHZ4QQgghypnCYDBY2Gj0/hUcHAxAZGRk6V8sMgx+GwSapNznFKrCCwtVdGoXmHwGYv6Fbf+xvkUNQPUO0HsqzOlW7EueCRrM5gg9r6jXoFboAcg0OPB/2U/zVNuatOjUF3xrF/v8Qggh7h1l+l4uhBCiQpDktbT90sXyvqT3uhqdIWJP4e0UKnj3Oji6wfet7V6l2IACxfO7oEozu55XCCFExSXJqxBCPHhkzWtpunWlhImrwm6hFIuDK1Rpbvm4LYkrQHBrY+IKMGY9+DfMf7xKMwhqU6wQARQY4NjC/E/GnIG/P4MtH0LE3mKfWwghhBBCCFExyJrX0pQWX7x+rr7GokPV2sEfY+wbU1Eo1cYksKQ6v2H8U5dtTCT96oCbPwQ0gjbjwb8uJEfBt01Bry3eNc5thL7TQKGAHV/Ari9zj+2fAY0GwuB5oFSV+OUIIYQQQgghyp4kr6Xl8g5YOrJofSqHwlMLwLs6qO781exvVfh60tKiSS75OdTOUK+PMXFdNhIubMo9FrEb4s7AyBXgWQW6vm0cLS2OlCj4dw14BedPXHOcWQP/dINWY4t3fiGEEEIIIUS5kmnDpSFbA6ues30fV4XSODI4eg341spNXAGemA1Kh9KIsmy4BRj/PLksf+Ka48puOL7E+LjTG9BuYvFf78pn4a+3LB8/scz4pyYFok7Bnq9h77eQcLl41xNCCCGEEEKUGSnYVBrO/wW/D7O9vZMnBDaGxoOMI4Nqp9xjOi2cWArrXrZ7mCXm6gvpCdbb1Oh8J1k8AVj4p1a7O4xenfv9sUVwZA7EnYXsTLuFi08NcPYyvw6567vQ9R37XUvko9dkkx4Wi+ZKEkoXNa4tA3Cq4VXeYQkh7mFSsEkIIR48MvJqT9Gn4eJWSCriG6kmGa4dMI4aLhlinGJrMMCur+CrOhUzcYX8iatCZfy6W8QeiDqOxcQVjK81x8Y3YN1LEPWPfRNXgNtXLRfQ2vkFXLGxAJUoEl1qFrE/HCdx3WUyTsWTdjiauJ9Pkrz9WnmHJoQQ94S9e/fy1ltv0a5dO4KCgnB2dsbd3Z2QkBD69+/PV199ZTGJ37lzJwqFosCXUqnEy8uLatWq0apVK8aNG8fMmTOJjo62Oa7ExES2b9/Ol19+yeDBg6lRo4bp/DVq1Cjx675+/Tqenp6mc3bt2rXE5yxteX8GCoWCTz75xKZ+Fy9eLPB3dPDgwVKOVoh7j6x5tYfE67DiWYg8fOeJElQJDt8JR2bDpe1waas9oisbBh0ENgE3P+NrKIoGjxn/jDphHHEtMQUFkmWVI+iyrHfb+TnU/MsO1xd5JW+7RnZchpnnr+La3B+1r0s5RCWEEBXfyZMnmTRpErt27SpwTKPRkJaWxrVr19iwYQPvvPMOw4cP58svvzSNSltjMBhITk4mOTmZyMhIjh07xrx585g0aRL9+/dn2rRp1KpVy+o5WrRoQURERHFfXqEmTJhASkpKqZ2/LCxcuJCPPvoIhcL6Z8Nff/21bAISZu3cuZNu3boBMH/+fMaOHVu+AQmLZOTVHpYOz5O4gtVRRltsese+iat7IHR83fzIqD3FnC564qp0MI6IajPg3J92CuTOz1+pBtdK0OoZY/JamBJWVjboDWhj08m+becR43tcxikLVbcNkG7pmBBCPODWrFlDhw4dTIlrrVq1eOedd1i3bh2HDh1i//79rFy5kldffZWQkBD0ej2LFy9mxYoVFs85YMAATp06Zfo6cuQIW7du5aeffmLUqFG4ubmRnZ3N6tWradasGcuXL7caY96VZ76+vvTu3Rt3d3e7vP5ff/2VTZs2ERgYaJfzlTUXF+ON2fDwcHbv3m21rV6vZ+HChfn6CSHMk5HXkrq6H6JPFd7Ooyp0e984JbY0KdQQ0AAwQLX20GgA1OgEmclw+BfQppfu9YtKr4UD3xvXtwa3tfO5syEzBdqMM05fTrhkvb1BX+xLpZ+MI+mvK+huawBwDPHE54k6OAS6Ffuc9wuDzsrNHGvHzDVPySLjZBz6LD3O9XxwDLLPhyQhhKhIDh06xNChQ8nKykKhUDB16lSmTJmCg0PBgoZPPPEE06ZN49dff+Wdd6zXbvD29qZJkyYFnu/ZsycTJ04kMTGR9957j5kzZ5KamsqoUaPw9/c3jUjd7eWXXyYkJITWrVtTs2ZNwDhtNjU1tRivOldUVBSTJ08G4LvvvmPYsCLUEbGiRo0aXL16lf/85z98/PHHdjmnJdWrV8fV1ZV//vmHBQsW8PDDD1tsu23bNtO070GDBrFkyZJSjU2Ie5mMvJbU7Qjb2umzoWE/UDkV3rYkDNnGEdCYf+HoXFg9AX7pAj+2qXiJa16XtoGLt/3Pq9fCwZm2bZET1BJuXTGufU2Ns/kSmvBEbv1+zpS4AmRdTSZu9in0mdnFCPr+4tKwksVjzo18bT5P2tFoor48TOL6cJI3RxD7/T8kLD2HQf/A1ZwTQtzHsrKyGDZsGFlZxqUuM2fO5N133zWbuOZQq9WMHz+eY8eOERoaWuxre3t789NPP5nWaWq1WsaOHYtWa34P9ilTpvDUU0+ZEld7efHFF7l9+zb9+vVj6NChdj13WcqZerpixQrS0y1/Bps/fz4AHTp0oG7dumURmhD3LEleS8q/gW3tnNyNCWwl6+tH7C4l2pjMptmejJWbTe9A3d72P+/JZeDgCi1GWW6jUBpHp2c0hwX9YHpDWP+asdpzIVL23DA7U1yfqiX9WGyxwy5v2th0UvZEknrwJrpU8+uFDdl6bq+7TNT/jnDzs4PE//ovmoikfG08e1ZH6VHwQ5dr60Acq9g2Mp2dkMHtVRcLjNRmHI8j7cBNG1+REELYkSYVIo8a93WPPGr83g4WLlxoWkfau3dvnn/+eZv7Vq9ene7du5c4hg8++IDWrVsDcO3aNdOU1rKwbNky1qxZg7u7Oz/99FOZXbc0jBgxAgcHB1JSUixO505MTGTNmjUARV5nuWHDBoYMGUL16tVxdnbG29ub0NBQpkyZwtWrV6327dq1a77CWikpKXz22Wc0a9YMDw8PPDw8aN26NdOnTzfdSLEmKyuLmTNn0rNnTwIDA3F0dMTf35/OnTvz1Vdf2Twar9FomDVrFv3796datWo4Ozvj4uJCnTp1GDp0KL/99hsZGbl1NJo0aYJCoaBmzZrYsoFK7969USgUeHh4kJKSQkREBAqFIt/sgmeeeaZA8SxLfzfJycl89dVXdO3aNd/rfvjhh/nmm2+s3rQAuHLlClOmTKFly5Z4eXnh4OCAn58f9evXp1+/fnz33Xdcv37dpp/dg0KmDZdUUEuoHArRJ623azQA5j0CCRcLHnP2MRY80iSXToz2olAZ4ywtBj1c3AKO7pB155ecd3VILGFVWn02bJwMo1Ya1/6eXQunVxuTegxQqTaoHODmsTx9tBA2HxzdoM9Uq6fXxlj+xaSNsXGvXzsz6AwoVMbiENr4DBRKBepKzmbbauMzyDgRhy4tC8cgD1xC/UjaEE7aodyKk4nrw/EZWAe3NpVNz2Wev0X8b2chO3e6dea5W2ReuI3fmEY41zeOuKp9XQh8pQUpuyJJ+ycWQ7pxNDr9eCwKtRLv/rVQqIz30fSZ2aAApVP+X03p/8SChVndaWExuHcMKuJPSAghiin2LByebbwxmpXnA7mjO4QOhbbPQUDDYp9+zpzcwoVvvPFGSSItNqVSyauvvsro0aMBWLlyJePGjSv168bHx/PKK68A8Pnnn1OtWrVSv2Zp8vPzo1+/fqxevZoFCxbw9NNPF2izdOlSMjMzcXFxYejQoUyfPr3Q86ampjJs2DA2btyY73mNRmNaz/zDDz/w448/2vT3dvHiRfr27culS/mXV4WFhREWFsa6devYvHkzTk7mZw9euHCBfv36cfFi/s+48fHx7N27l7179/LNN9+wdu1a2rRpYzGOQ4cO8dRTT5lN1i5fvszly5dZvnw5Op3OlEw+//zzTJo0iYiICLZu3Urv3pYHQSIiIti2bRsAw4YNw8PDg4SEQrZ8tGLz5s2MHDmywDni4+PZvXs3u3fvZsaMGaxbt46mTZsW6L9q1SpGjhxJZmb+WikJCQkkJCRw4cIFNm7cSFxcHJ999lmx47zfSPJqD97VrCevNTqDo4f5xBUg83bpxGVvpZm45pX3w0DiNfslzQd/hlEroPMbxq+0eOO1MpJgVhfzfcIWQPcPwMFyAQV1JWd0t8wXabKUMJYGg95Ayq7rpO6PQp+ShdLLEfSgTzHeMXUIdsdnYB0cgz3Iikoj40QsmivJZF3NvWmSRhS3/7hQ8OQ6A7dXXcQxxBOHAFd0yRrifzsD2eaGnA0kbY4wJa8AKk8nsm9lmhJXALINpB2MQqFS4NoykKQ/w9FcTgIFONXxxrtfLdOaYX265enX1o4JIYRdHfgRNr+P2ek2WanG5TpH5xlvej5U9BoXKSkphIWFAeDq6mqXUdTi6tOnj+nxvn370Ol0qFSlW/jxlVdeIS4ujvbt2/PSS6VcI6SMjB07ltWrV7Njxw6uXbtG9erV8x3PqTI8aNAgPD09Cz2fwWDgiSeeYOtWY2HPRo0aMXnyZEJDQ0lPT2fTpk18++23ZGZmMn78eFxdXRk+fLjF86Wnp9OvXz+ioqJ455136N27N15eXpw5c4ZPP/2UCxcusGvXLr744guz64Tj4uLo2rUrUVFRADz66KOMHz+eGjVqEBUVxeLFi/n999+JioqiR48ehIWFmZ0afejQIR5++GE0GuMSrH79+jFs2DDq1q2LQqHg6tWr7N69mz/++CNfv9GjR/P222+TkZHBnDlzrCavc+fONY3OPvfccwAEBQWZipc9++yzAHz22WcMGDAgX18fH59832/evJl+/fqRnZ2Nv78/L730Ei1atCA4OJiEhAT++usvZs6cSUREBL169eLYsWNUrVrV1D8mJoYxY8aQmZmJm5sbEyZMoGfPngQEBKDX64mMjOTIkSOsW7fO4ut5UEnyag8pVvZEq9YOnl4HiweXXTz3G3slzbcu5//ezc/4dXO15T5ZKZAaCz4hFpu4d6iK5lJigecVTipcW9leJTHrZippB6LITshAHeCKe4eqOAS42tw/ce2lfKOl+qT803y0kanEzjyBa6tA0g/bvo+fiQFuLTuPa/MAdOla84lrzrVupqFL06JyM04X1sZnkHn2ltm2aYejST0aAxqd6Tqai4nEzTpJ4KutUHk64ljDE/abnx7sVNOr6K9FCCGK6sCPsPk9GxoactsVMYE9ffo02dnGG3LNmjVDrS6/j2n+/v4EBwcTGRlJcnIy0dHRBAWV3iyXdevWsXTpUhwcHJg9ezZK5f2xsq1v374EBAQQGxvLggUL+PDDD03Hzp49y6FDhwDbpwzPmzfPlLg+/PDDbNq0CWfn3BvlDz/8MAMHDqR79+6kp6czceJE+vbti5eX+ffKuLg4NBoN+/fvz7deumXLljzyyCM0atSIuLg4fvrpJz788MMCNzAmT55sSlzffvttvvzyy3zHH3vsMTp06MArr7xCSkoKzz33HDt37szXJisri6FDh6LRaFAqlfz222+MGDEiX5s2bdowePBgpk2bxu3buYM+3t7eDB06lF9//ZW1a9cSHx+Pn59fgdep0+lMNwpCQ0Np29ZYJNTBwYEmTZoQH5+7+0FQUJDZwmY5kpKSGDVqFNnZ2TzyyCOsWLECN7f8y6B69erFsGHD6NatGzExMXzwwQfMmzfPdHzjxo2mqdRLlizh8ccfz9e/bdu2PPHEE3zxxRclGh2+H90fvxnKW2Bjy8eqtoCNrxurEgv7q9YOXCwXBMrHr76F5+tZ7uPsBe6BGAwGi4WBXBr54tWvFgqn3F/oKh8n/MY2RuVuwxY9GLeMif3hOGlHotGEJ5F2MIqYGcfIvGDbqHx2koY0WxJSnaF4iesd2hupJG0MJ3V3pPWGKgUKh9xfL9nxBfd5zWHQ6nMT1zz0admkHjK+Ibo09sPBTGVhhaMKj66F72cohBAlEnv2zohrEWx+39ivCPJ+gK4IW8T4+uYW1bt1y/wNSHtITExk4sSJALzzzjtWE4d7jVqtZuTIkQAF1g7nJFPVqlWjR48eNp3vu+++A8DR0ZHffvstX+Kao127dnzwwQeAMdHKKQhlyf/93/+ZLfTl5+fHM888AxiT3DNn8m8pGBMTw7JlywDj2tOpU80vs3r55ZdNI6K7du3i+PHj+Y4vWrTItEb3tddeK5C45uXo6Fjg/42cdeFZWVkW12dv2rTJVNE5Z9S1uGbOnEl8fDxubm4sWrSoQOKao23btrz44osALF68ON9a3ejo3M9iXbt2tXq9vP8fCkle7aPdRFCbmR7q5AnHl0DYr5Bt+cN7mfG6Dz/kB7eGDFveUBXQfiLodbD/e5jREqZWhfmPGUfOa5ufmpXd5CUSVkRw44N93Hh/L/G//os2uuA6Vo9OQVR5rx1+zzbB/4VQKr/ZxuYRQYNOT+K6S3B3cpxtIHHdZfQ6PdrotAL7xxp0BnRpWgx6A6n7zBeNKjWFbHHj0tgXpWNuMq/2tTJ92sq+7dobxruSCpUC//FNce9YFaWbGtRKnBtWwv/5UNmOSAhR+g7Ppui/ZA1wZE7hzfJITs5dxmGv/VJLIm8MeWOzt8mTJ3Pz5k3q16/P++8X8SbBPSBnVPXSpUvs3bsXMI4E/vbbb4Bx6qstI83R0dGcOmXcnvHRRx+1uib4+eefN42Sbtmyxep5c5Jrc/KuUQ0PD893bMeOHaZK1OPGjbM6rTwniTMXT87UWIVCUax13u3btzcl33PnzjXbJmctuYuLC6NGWSngaYPVq40z9nr27FloYpmzRVJWVhZHjx41PZ93FkPede6icJK82kNgIxixHALz3CkMbgtBrexbhElRgr+uoDbQ5W37xVJRHJlXeBuVIwz6BWo9DBtegy0fGKcQa9Pg6l7jlO5mI6Dh47k/YwdXspu+TMyRTmSciDMmawZjQaLYX06SbWaNq9JJhXM9H5xqeKFQWsnI7pJxJgF9ivmqxtnxGUR/cYiYb48R/d8jxM48QVZ0GkmbI4iaepCoTw8S/eVh0o/G2Hy90qbydsK7X+18zzn4u+Jc38d8eyvrglWeuSPXShc13v1rU/XDhwj+rCN+YxrLPq9CiNKnSTUWZyqOE0uLVIXYw8PD9Like6XaQ0pKiumxLesxi2PLli3Mnz8fhULB7NmzLRYFssXYsWMLVInN+5UzuvfJJ59YbXf3tNaSCg0NpUWLFkDuaOvmzZtN021tnTKck7gCPPTQQ1bbVqpUifr1jTPOTp60XJfFz8/P7DTbvOfJcfcNjKLE06FDB9Pju+M5dsxYMLNOnTr51oUWRc7o65kzZ9i/P/9sx+joaDZs2ADA4MGD8fb2LtY1wHjTISfetWvXWv13pFAo6N+/f744cgwYMMCU+L7xxhu0bt2aqVOnsmfPngrx/35FJsmrvdR6GCbug9dOweSzMH4r3Aiz7zVGLIfW44vXd8gCqNkZq8Nc9xqlg20j2gN/gWZD4VY4HPut4HGDHvZ9C0N/M/7dPfc32tHHiD7eF4OmYIlbQ0a2caTTTpI2Wy9nr0/NLUiUdTWZuB+Pk7LjuqlQkS45q9yKFjkE5yaPSlc17l2CqDyldb6kM0elYQ2M+7rm/BNUKXBtHYjPwNoF2gKgIF91YyGEKBdx5/IXEiyKrFSIO29z87xJRExM+d+UzDuNOW8SYy+pqalMmDABgAkTJtC5c2e7X6OiyElQ//jjDzIyMoq1t2vetY+VKxf+/lilSpUC/e5macprjrwjwjpd/iU+RYnH39/ftIb77nji4ozbORY3cQUYNWqU6bXMnj0737Fff/3VtJa8pFOGb9++bTpXUeXdNsfb25u//vqLOnXqAMbKzh988AFdunTBx8eHjh07MmPGDNLSymfXiopMCjbZm3eeKnJqJ9DY6bztX4K6vYo8BQmAuo+A153pCa3GGreAKRMK43Tq0pgy7eBmHDm1RukAXd+Bpk8Yvz+zFovTvmJOQ/ot8KgMHpVJWngGtBb2ZgE0V5NJ+yeWjOOx6LN0ONf1wb19FZSuljeRNyfrego6K+tBzTFYiatMKcF/nLH0u0GrN5uw5mvuosbv6UZkJ2aiu61B7eeCysPYx6tfLZI2XTEVgVI4KPHqVwvHah7WTimEEKVPk1J4G2uybO/ftGlTVCoVOp2OEydOlEmFX0tiYmK4edNYKM/Ly8uUCNnTb7/9xtWrV1GpVLRo0YKlS5dabR8bG2tq4+Pjk68iMsDUqVOZMmWKxf59+vTh5s2bTJw4Md801rvVrFmzCK/CNiNGjGDKlCkkJyczZ84c1q9fDxR9b1dhnqenJ8OGDWPu3Ln88ccfzJgxwzSTIadQUoMGDUp8gyRv4jpw4EA+/fRTm/sGB+dfvtemTRvOnj3Lhg0b2LBhA7t37+bixYtkZ2ezf/9+9u/fz//+9z9Wr15tdYuhB40kr6WpyWA4NLPo/fwbQIN+xru9Th4QOsS4fnbdKxCxt2jnUjlB1eaw879Qpyc8Nt14/r3fQGrxC/fYxlA6iatLJagSCuE7Lbep1wcG/gyud+4U63XGrXIsUTmBgytZN1PRRqeRdfYCjooYsgyNzDbXJWdxe1nu3fSsK8mkH4vF/4XQfEWadKlZpO6/ieZSorH6cIsAXJsHmKYVZyea32KnQnBS4uDrgvam+ZsEzo19Ubrc+RVieSehAtTezqi9808V9ugUhGuLADQXboMCnOtXyj23EEKUJ6cS3kRztL2/h4cHrVq14vDhw6Snp7Nt27YCCVpZ2bx5s+lxx44dS6X6b862KDqdjhdeeKHQ9mfPnjVt+9KsWbMCP5ugoCCrFZEdHIw3mAMCAsq8KFTePV/feustNBqNaW9XW+VdX5l3CqolOW1Kq+DP3fGEhFjemSE+Pt6U+N0dj7+/P9evXzfdLCmu559/nrlz55KWlsaSJUt4/vnn2blzp2n/2fHjizl7MQ9fX18UCgUGg4GsrKwS/ztSq9UMHDiQgQMHAsZR6G3btjFv3jy2bdvGjRs3GDRoEJcuXTJbnOtBJNOGS1PXt6FyweptuPpZX7+afBOOL4YLmyHxOpzfBHN6wrGFNkxdyjMt2Nkb9FrY9SXs/BzmdIfVE4wbqFsoUHRPyLhlPXF18oTB83MTV4BL26wm6/oGQ4lbeJHYGf+QvHwvgY6v4+3wC2B+lFOfnFXguez4DFL25E4n1iVriP3hOCl/XyfrWgqai4ncXn6BuDmniP/1X2JmHCPjVHyB85iUwgxvdaDlrXecG1bCvUswLo198RpQm+BPOuLRzXwxCKWrGt8hDewam8rNwZTcS+IqhKgw/BuAYzHX1zu6g7+FSvcW5P2APX369OJdt4T0er2pqi3Ak08+WS5x3G9yRlkzM403rm3d2zVH3orABw8etNr21q1bnDt3DjAm+qWhKPHkXYd6dzytWrUCjAWtSpLAtmnTxrS2OKcIUs6fjo6OjBkzxmJfhcK2D10ODg40bWqcdXbo0KFiTyG2xN/fn+HDh7N161aGDRsGwI0bN0yFvoQkr6XLxQfGb4NBs6Dl09BhErx4EN66DE/MttxPkwwpUcbE8+peOPwLtlc5NICrL7gHQmaicT1nXqf+gK0fwemVxXxR94CeH4OjGxgMcPMf4zZF8ResdknMfBbNxUQAPNTLUClu4ai8jLf6FyBvMSUD6sqWE8DMM7nrOJJ3XEeXWHDeeFZ4EpnnbqG9mUbGyXiLSapLM3/zByz9flUV8otXpcB7QG3z03uVCjy6VsO7b018RzfC4yHjuhPXpv54D6yN0i13OrRjiCf+LzbPtxWOEELct5zcIdT20bF8mg0z9i+CMWPGmEawtmzZws8/W5k1dJdr167x999/F+l65nz66aemojQhISGMHj26xOc057XXXjNuRVfIV46HH37Y9Nzd263cC/r27UtwcDBOTk44OTmZtqGxVWBgoClh/Ouvv0xbv5gze/Zs0xrVnG1q7K1bt26m0ey5c+ei11te1jRzZu5MxLvjGTBgAAAGg4Gvv/66RDHlFG46evQou3btYuVK4+fdgQMHWi1M5eKSO4UsZ0aAJYMGDQKMa3dzCnCVhl69epke511//qCTT5+lTe1kLBb0+PfQ+1MIaGh8vtEAqNy0dK6ZngCpVgo9HJ4NOnstxr1DeWekTFEOa3P8Gxp/lg36wdNroc04uH4YfmgNs7rC/EeN06Yt0Hs2Iv1c7tRYF9UR02N39UaqOD2Dt/p7vNUz8a29FefaVu6S5rlzl3nWxj3xDKBwVJqSQaW7A16P1sB3WAO8+tbMt3+s2teZSqMa4nBXAu1Y0wv/CU1xqudjSm4Vjrn/e6sqOeM7siHOtbzxmxCKUx1vUzt1gAu+oxviFGL+dbm3r0qVd9sS8HJzKr/ZmoCJzXDwK8I8YSGEuNe1fY6iT4dRQJuiT1N0dHRk2bJlODoabzS+9NJLfPnll6YtSczR6XTMmzePli1bWq0sW5jExEReeuklPv74Y8A4yjR//nxTgiJKRq1Wc/36dTIzM8nMzKRnz55FPserr74KGBOsMWPGmE20jh49alqL6e3tXWrragMCAkyjg6dOneKjjz4y2+7nn39m06ZNgHFP07tHXkeOHGlaZ/ztt9+yZMkSi9fMysqyWsxsxIgRpi2ehg8fbhrlLqxQU9413ZcuXbLa9tVXXzUVMHv99dfZsWOH1faRkZEFtvDJu++sJTk/M4BatWpZbfsgkbl55UXlAJ3egBVjy/7a9k5cAQwKqFTbuAVNWbsdAT0+gofuFF9IjYNFg0GTlNvGSsEMXbOJsDX3zq7B4JDvM4pKkYi7+s7aH/9RKE+/RirvmD2XS1O/vB1tfgmGLD0Bk5qjdHVA5eGIQmVMPD26BOPWrjJZ11JQOKlwrOaBQqHApZEvmvAkdLcycajsZips5P+sF/osHRgMKJ3UaOPSQWdAHehqmhLj4OeC//im6FKzMGj1qH0KX0OhUCtxDJbiSUKIB1RAQ+gzFTa/Z3ufPlNzb1gXUbt27Vi2bBmjRo0iLS2Nd999l9mzZzN06FA6duxIQEAAer2eqKgo9u7dy+rVqwvswWlOYmIip0+fNn2fmZlJYmIily5dYv/+/axatcpU3dTNzY25c+fSrVs3i+c7fvx4gRHQnG0+UlNTC4xKNW/enObNm9v2QxBmPfPMMyxdupStW7fy999/06pVKyZPnkxoaCjp6els3ryZb775howMY82RmTNn4uVl277zxfH111+zbds2oqKimDp1KsePH2fcuHGEhIQQExPD4sWLWbx4MWBc0z1r1qwC53BwcGDp0qV06dIFjUbDyJEjWbp0KcOGDaNu3booFAquX7/O7t27WbZsGZ9//rnFhNzDw4MRI0Ywa9Ys01ZEtWrVokePHlZfR7Vq1QgJCeHq1avMmTOHxo0b07JlS9NNpLxFy3x8fFi2bBl9+/YlNTWVnj17MnjwYAYOHEjt2rVRqVQkJCRw8uRJtmzZwt9//0379u0ZN26c6XpLly5l8eLFdO3alT59+tC0aVP8/f3RaDRcuXKFhQsXmtadt2nTRgo25SHJa2nKSDSuU43YY1x/2mwY1MnzP8/md8srMvszaMsncQVjUajN74KLNzQfYVwvnDdxzcvVzzgyjcE4rbvja6jbjUK575Bpu5kMfSc8lOanVaceTyUrqzUOirNoDfk/lDhUdcOjc26hCNemfqTstH5XLa+sG2m4m9kaRumkxrlu/j1SFQoFzrW9wcwuM0rH3JFaB3/LU5zzFpYSQghRiIdeMv65+X2sL+VRGBPXnPbFNHDgQPbv388rr7zC7t27CQ8P54svvrDYXqVSMXr0aKsFgNauXcvatWutXletVtOvXz++/vrrQkd71qxZwyeffGL2WEJCQoFpsf/5z38keS0hhULBqlWrGDZsGBs3buTff//NlxTlcHJy4scffzSNjJYWf39/du7cSb9+/bh48SIbN25k48aNBdpVqVKFtWvXWtwWqG3btvz999889dRT3Lx5k/Xr15sqMhfV888/ny9JHjdunE1rWj/88EPGjx9PYmJigX+7Y8aMyXczpmfPnmzfvp0RI0YQGRnJ8uXLWb58ucVzm7uBkJ2dzbZt29i2bZvFfs2bN2fVqlU2r8l9EEjyWloSwo1FljLy7GV1ajl0fA16fWKc1poSVQ6BKcDBBbTphTe91+ybYUxerSXRzl7G/XjT4sG3Djg4owDcOwWRvMW432py9hCclMdxVOY/T7J+GMlZo/I8k46T8l8UaHF2u4LrCz/mSxw9Hq5G5vnbaKNs26NL5Sr/O9pDxr/xpIXFos/Q4lTDC/cOVU1b8gghRIk89JKx4OGROXBiaf4iio7uxpvUbcYXe8T1bqGhoezatYu9e/eydu1adu3aRWRkJAkJCajVavz8/AgNDaVr164MHz68SPtkKhQK3Nzc8PLyIiAggObNm9O6dWueeOIJm/YQFeXH3d2dDRs2sH79ehYuXMjBgweJi4vDycmJkJAQevXqxaRJk6xW/7WnevXqcfr0aebMmcOqVas4efIkiYmJeHp60qBBAwYMGMDEiRNN03kt6dChA5cuXWLu3LmsW7eOU6dOmf6tBwcH07p1ax5//HHTmlNLWrZsSZMmTTh9+jRqtdrmtcXjxo2jcuXK/Pzzz4SFhREfH291un7nzp25dOkSixYtYv369Rw7doy4uDh0Oh0+Pj7UqVOHdu3a8dhjjxWYwfDNN9/Qp08fdu7cyfHjx4mOjiY2NhaDwYC/vz8tWrRg8ODBjBgxwrQ/rjBSGPKuhH9A5OyzVNhc82LLuA0zWhj/NOelw8ZKwls/LJ3rF0bpYCwGVZF4VIYUO2zd83ES7P8etnxg/nj9vjD89wJPGwwGUndHkrLnBvpULQonHT41/8HF/V9w9iLhdCiZiQXvQDsoLhPo9Kpxre9/Cq5x1WfpSP8n1rhVjqMKTUQSuoSC2+MonFVUfb+9FEEqocQN4aTuvZHvOaWnIwEvNENdSUrMC3E/KfX38sJoUiHuvHFZiqOHsapwEYszCSHsLyUlhSpVqpCWlsaAAQNYs2ZNeYck7EhS+dKw7zvLiSvAmXXgFWz5eGnTa6HBY3Cu4LSOctFogHH/2R1fwLFfQV+CsuNx56H5SNgz3bilTl4KJbSfaLabQqHA4+FquHcKRp+mRemqRqHuCkDW9RQy9x43209rqI1WH4RDNfObtysdVbi3q4J7O+Px7CQNcTNP5K9CrFZQaXgDSVxLSBuTViBxBeO2RsnbrlJpSNG2qxBCCKuc3CG4VXlHIYS4y5IlS0xrtydMmFDO0Qh7k0/LpeHMOuvHI3ZDw/5F2ri8eKz89aqdofpDpXx9KwKbQv3HYMhC45eTB9wMK1niCnBhk3F/19Gr81dz9qgKg36Bml2sdleoFKg8HVGoc392Bq3l0u8ABhyhyxSbwlN7OVH5jdb4PFUP9w5V8XykBlXebotL/UqFdxZWZZyxXN05I88WRkIIIYS4P2m1WtP+yLVq1eKRRx4p54iEvcnIa2m4e2/Vu0XshZh/jVNlEyxXwS0xN19IizN/zL8BdJoMCx+/U8CojMWcMn6d32jck7VmV+OerCWlcjL+WbU5vLAX4i4Y1/cGNgFV8f65O1bzQOmqNhV0ync51W0cnvoY6j9q8/kUDkrcWgVCq8BixSPMU1i7FSeFDoQQQoj7UmxsLMnJycTFxTFt2jQuXLgAwHvvvYdSKeN09xv5Gy0NDR6zftygh3l9IOFi6cbR+Y3c/VfzcvaClk9D5Sbw4iHo/mFu0lcestKMSWxJKZTQ6PH8z/nXMyayxUxcwZhsej1as+AWfwrwGvoQiqYDi31uYT8ujf0sbsPomncLIyGEEELcN9566y3q1q1Lhw4dWLVqFQDdunWzuVCTuLdI8loaOr4GPjUKaVSSOlkK8C6kglzVVtDuBRg8Hzxzt2+hciiMWm0c9QVw9zdOry2NvV/LmsoR3EunQqJbm8r4jWuCc8NKqANccWnii//zobiG+pfK9UTRqf1c8OxRvcDzKl9nPHuWTcVFIYQQQpQPBwcH6taty/vvv8+6detk1PU+JdWGS0vGbZjbC+JLaXS1QX84V8j+V/4NjHvNpkYDCqjRCZ6YDZ53FRdaMR5O/1E6cdqDf0Pj9GePKuBXF/5dZbnte1HgaHlvU3H/04QnGrfKSdfiVMsLtzaVUTrLCgkh7jflXm1YCCFEmZNPdKXFxQdGLIe5vS2vOy2JC38V3ibuXJ5vDBCxB+b3hef+Blef3EOFjbqqnSG74PYuZaLRAOPosfLO/qlRJywnr0oHY4VhSV4faE61vHGq5V3eYQghhBBCCDuT8fTSlBpr3LS8uJQOlo/pswupUGPB7XD4uh789Q7o7uz1GtDEep/Xz8D47dDkyaJfr7icvGDMBmMl4pzEFaBKM6jTy3wfvRY2v1c28QkhhBBCCCHKlCSvpSU5Cn57Am5fKf459FrLx5Rq8KlZvPPqsuDQTGOiF30a9n5tuW37l41Vi4NbQ9MhxbtecXT/AGp2Nn+s6WDL/c5tBG1G6cQkhBBCCCGEKDeSvJaW1c+DNs38MTd/GL4cAhoX//z6bLh1ufj9AY4thH3fWZ427N8AqjSFuPPG72t3A5cy2I+0/qPQZrzl47evWj6mz84dURZCCCGEEELcNyR5LQ3Xj8CVXZaPuwVAvd4Qe6bsYjInOxOiT1o+HnfOmIT/2BaWjQaDAbqV1rRcJTQdCs/vheFLwVKFuOjTsO9by6ep1h6cPUslQiGEEEIIIUT5keS1NJxcav24Xx1QKIz7rRbFo18VPyZLUqJsa3d2HWz7GI7Os38MAOih1sPGkV5rdn8F2nTzx5QO0PNju0cmhBBCCCGEKH9Sbbg0ZCZbP974SdjxObgHQmaibed0cIHkUtgOIDPJ9rZhCyDbQuJ4N4UKDLqixZIeX3ibiD2WjzUbCiEPFe2aQgghhBBCiHuCJK+loWZnOLXc/DHvGrBqvLFoUlFka+HS3yUOrURsTVyh6IkrQK3uhbdx9oL0BPPHfOsU/ZpCCCGEEEKIe4JMGy4NTZ+CQAvTXxMjip64Arh4Wh95dXSH2jYkfyXhUbX0zu1bp/ApwwDNRph/Xqk2/tyFEEIIIYQQ9yVJXkuDgwuMXQ8PvQyeQSXb6zWHfwPjuSzp8Iqx0FH3D8GvnnFKsr05uBZvb9nC+NQ07iNri46ToE7P/M8p1dB/BngF2z82IYQQQgghRIWgMBgMhvIOoqwFBxuTnMjIUlhDas73rSHhYsnO0e9b4zYwf04peMzRDV47Da6VQJMCGYngXhmm1YXM2yW77t0UajBkWzimMibYSdcKP09Qa2jYz/inpf1crbmyx1jR2cnTuO+rZymOCgshhKhwyvy9XAghRLmTNa9lIflmyfq7+UPoEPh3jfnjocOMo49rXoRTK4z7tjp7FV44qjgM2YACuOueh3cIDJoFOz6znrwqHYzJ5mNfG5PuvJKjICkSKtUCN1/rcdTsXLykVwghhBBCCHFPkuS1NKUlwIkltk+1dfaCjq/e2Q4mw/iciw90fRf2/wD7vjPf79QK48juld25zxWlinBR1ewMSTfg1mVjMlr/EajWDhY/CVmpBds7ukOvT6FqM2OS6+aX/3hmMqyfBGfWGQs9qRyh+Uh49H+gdiy91yGEEEIIIYS4Z8ia19ISeRS+bwFbPoCsFNv6NBkMVVuAXp/7XMZt2DgZdn4O2jTz/TRJ+RNXe1CqLB+r1RVeCYPJZ41J6eWdd16nmcQVjElom2chqFXBxBVgzUT4d3VuhWJdFoTNhy3vl/RVCCGEEOIeEBERgUKhQKFQ8PHHHxf5uBDiwSDJa2kwGGD180Ub/VQ7Qbf3YcNk47TfsuZeOfdx5abgYibJzBGxF1Ki4dYV2Pxu4cl55BHzz2elwZ6v4dwG88eP/Va6I8hCCCFEBbNz505Tkmbuy9nZmapVq9KnTx9++ukn0tIs3NgWQoj7kEwbLg2nV0LCpaL1ydbA13VBX4z9UT2qQkox19UGNIaH34JGA4wxK9VwdC7s/95yn8t/w2+DIKAhBda+muPsZfzzwhY4vtiYkPrXN462psZY7pedYZyenNNfCCGEeMBpNBqioqKIiopiy5Yt/Pe//2Xt2rU0b968vEMTQohSJ8mrvW16Dw7+WLy+xUlcXXxg6EJY/ULRE+bn90CV0Nzv/eoa/7RUGCqvuLPG6seFUhi3trn75xK+o/CuamepIiyEEOKBNWDAAD777LN8z6WlpXH27FlmzZrFgQMHuHbtGn369OHcuXP4+PiUU6RCCFE2JHm1p/Obip+4FpXaBXp9AqFDwcXbWHF4x2eFdjPxrg6BTcwf01hYu3o3Jxv2r1U5wIJ+tseVV/ORxtcmhBBCPIC8vb1p0qTge3W7du14+umn6devH3/99RexsbHMmTOHN998sxyiFEKIsiPJqz2dWGJ7W4USDLmFmfQGuJziS3hqJZQKA/U84wlxS7Tcv9lwCG4NG16H6FOQGFG0WHt+AkoLS54dXW3bH7bh4xB7zji91xJdVtHiAuPU5WbD4ZEvit5XCCGEeAAolUqmTJnCX3/9BcDBgwfLOSIhhCh9krzaU1GKC9XtAx6VIWw+OoOCtdcbcSWtkunwycQqhHpH0auKmanALj4Q8hDM7QN6bdHjfGIWNHnC/LH0W8YKx7aoHAqjVsCqCZB8o+hxmKNQwsvHoFKIfc4nhBBClIJ0bTqXEi+Rpk3DzcGNOt51cHVwLdMYqlWrZnqcmZlpl3Pu27ePBQsWsGfPHm7evEl6ejqVKlWiUaNGdO/enVGjRlGzZk2zffV6Pb///jsrVqzg6NGjxMXF4eTkRM2aNenduzevvvoqQUFBdonTnJSUFH7++WfWr1/P2bNnSUxMxNXVFT8/P4KCgujevTuPP/44LVu2LLUYhBClS5JXe6rRGcJ32ta20ePGgkdhv3I6MTBf4prjZGIV6nrEU8M9MffJun2gz+ewbFTxEle/esapxpaseBa06bad6/QK8Khiv8QVwLe2JK5CCCEqrEu3L7H0/FLWX15Penbu+6Wr2pX+tfszrP4w6vjUKZNYIiMjTY9DQkr23pmSksIzzzzDypUrCxyLjY0lNjaWnTt3sn37dnbu3FmgzZUrVxg4cCAnT57M97xGo+HEiROcOHGCH374gfnz5zN0qJXPIcV0/vx5evXqxfXr1/M9n5ycTHJyMuHh4ezZs4dt27axd+9eu19fCFE2JHm1p9Ah8PdnFFqBN6ARNH3KuB700f9y7ufFFpueS/bPTV59asHtCFg/yVgwqTjiL8DO/0LXtwseiz1rWyGlHFEn4PSq4sVhSYdJ9j2fEEIIYScL/13ItKPTMJh5n0/PTmfZ+WUsP7+cKa2n8HTjp0s1Fr1ez/Tp003fP/GEhRlVNtBoNPTq1YtDhw4BULNmTSZOnEjbtm3x9PQkISGBsLAwVq9ejUKhKND/xo0bPPTQQ8TExODo6MgzzzxD9+7dqVGjBllZWezfv59vv/2WqKgoRowYga+vLz179ix2vOaMHj3alLgOHTqUwYMHExQUhJOTE7GxsZw4cYJNmzah0xWjOKYQosKQ5NWeYs9SaOLq6AHPbDYmrgDtnke35l8IDzfbXGfIsy719p028edLFufOz3NHfvOKv1i08+h19t2TtnYP41pXIYQQooJZ+O9Cvjr6VaHtDBhM7UqawCYmJnL69Ol8z6Wnp3P27Flmz57Nvn37AHj22WdLlAx+/PHHpsR14MCB/P777zg7O+dr07NnT95++22uXbtWoP/YsWOJiYkhJCSE7du3U7t27XzHO3XqxLPPPkvnzp05d+4cL774ImfPnkWlUhU75rzCw8M5csS4p/zrr7+eL6nP8cgjj/D222+TkJBgl2sKIcqHJK/2lJOQWpOVAvN6Qr1Hoe1z4BVMzdYPEXUneVWix8sxk4xsBzL1DtRyv2XqajCAmRuexXN6JXT/IP9zOVvl2Kp2t5In0h5VoVpbaNAPGg8ClfyTFEIIUbFcun2JaUenFanPtKPT6FC1Q4mmEK9du5a1a9daPN6+fXtef/11hgwZUuxrJCUl8cMPPwBQvXp1Fi1aVCBxzat69er5vj948CDbtm0D4JdffimQuObw8/Nj2rRp9OvXj4sXL7Jr1y66d+9e7Ljzio6ONj3u2rWr1ba+vr52uaYQonxYKDcriiWkE7j5F94u7jzs+xZmdoTo07To0x+fqsG08LnBhLqHebZ2GC/UO8RT1U9SzzMOgOtpnvZLXAGyzRR2CGgItW18IwnpBD0+hkq1zB939TUWdGo0EHp9CqPXGtfaKu7cZVUooWF/eOkgDFkAoU9J4iqEEKJCWnp+qdmpwtYYMLD0/NJSisjo8OHDzJkzh3/++afY59ixYwepqcYt8l544QXc3NyK1H/16tWAcVuf3r17W2378MMPmx7njBrbQ94iUAsWLECrLUZNECHEPUGSV3tSO8LjP4DKybb2mYmw5X2c3d0Z9VRzulcOx01t/IWrUhio7paESgH/3KqCSlG0N81C1bXwBjN4nnEUVHHnn4bKCVqPh2FLjFN6mzwJT8yGp9eAo4uxvatfwfMYDMaKxk/9Ch0nQe2uxirHr5+GMRvg1RMwdBE4e9n3dQkhhBB2lK5NZ/3l9cXqu/7yetJtLYJoxpgxYzAYDPm+srKyuHr1KvPmzSM4OJitW7fSuXNnNm3aVKxrHDt2zPQ4b3Jpq5zpuomJiSiVShQKhcUvDw8PU7+8o6UlFRISQo8ePQBYtWoVtWvX5o033mDjxo3Exsba7TpCiPInyau91X8EXjoEdXrZ1j58F7q0Wxj2fGOxyfV0H5xU2XYKEPBvADW7mD/m4gPDFsNrp+DZLfDGOej3NTR4DAb9bExWQ4fkTpGu2gJeOwlBrfOfJ+MWbPsY9t617sSzKtTsDN75px0JIYQQFdGlxEv5qgoXRXp2OpcTL9s1HgcHB6pXr84zzzzDgQMH8PHxIS0tjZEjR5KcnFzk88XFxZkeV61atcj9i5scpqcXP6k3Z8mSJfTqZfzsdf36daZPn06/fv0IDAykYcOGvPvuuwUqEQsh7j0yT7M0VKppTAB/GwRXrU+LMQDrvvqEQVi+A+mm1nA93QtfpwzbY+j6LqAwJo95pwgHNoVxWwvv7xVs/MqREg07Poez60Cvh/qPQrd3wacGpMbCjTDz59n/Azz0MqhtHI0WQgghKpA0bVrJ+meXrL81VatWZfTo0cyYMYNbt26xYsUKnn322VK7njnZ2cab60FBQUUa/fXx8bFrHAEBAWzZsoWDBw+yYsUKdu3axfHjx8nOzubcuXN8+eWXfPPNN8ycOZNnnnnGrtcWQpQdSV5Li9oJRq2C44uN28lc2w8GfYFmKd5NCT9wibS6DqYpw3dL1TpwJTWY+h7xuKhtGIF1cIP2L4Kzp7Eo1Jk1kJkENbpAcKuiv5bMJJj3CNy+kvvcyaXGPW2f321cv2tpLVDGLUiKNO7fKoQQQtxj3ByKtga0QH91yfoXpmHD3J0Djh8/XuT+/v65tTpu3rxJjRo1itTfz8+P8+fPk5SUROPGjc1upVOW2rdvT/v27QFIS0tj3759LFu2jIULF6LRaBg/fjytWrUiNDS0XOMUQhSPTBsuTQ7O0GYcPLMRHv0fcNcvdJdKHExtCig4ftvyVB0nVTZJWheWXm3G2SR/MnUqUrWOxGe6mu/Q/gVj4grgWglaPwudXoeABhD2K2x6Fw7NgsRrcGQObPkA/lkMFzbD4iHwfStYMgzCdxnPcey3/IlrjtRo2PqR8ZyWqJzAzcyaWCGEEOIeUMe7Dq5qC++3hXBVu1Lbu3Rv3uaMfALFKlTUqlXuTe1du3YVu39qamqxkufS5ObmRu/evZk7d66porJer2f58uXlHJkQorhk5LWstH0OqjSDsAWQEmVcK9pmHEkzfgKucSi+Gm7qLJp6R5uKMyVRCS9u0S3wCqnZzlxN8+HPmw0A8HFMZ2Dwv8ZzK1XGPVfdK0P7idDx1YLXj7sACx83XjvHX29hccQ04RJc2GRc53p1v+XXdWmb9dcd+pQUZRJCCHHPcnVwpX/t/iw7v6zIffvX7o+rQ/ESX1vlFEyCgtvY2KJbt254eHiQkpLCzz//zKRJk4pUcXjQoEHMmDEDgK+//ppFixYVOYaykLMeFiA+Pr4cIxFClISMvJahDJ+GnHDrxyGP4dysNhg8q1IjtAUABhRsj67DnEttWHO9EYuvNON0o0/RBzbFSaVjcPXTjKrxD72rXODJaqd4plYYlZzurGUNagvvXIPJZ6F+Xzj/pzFZzWvdK5ASRbY+7+hvYRWMDbD1P9aTTzNToU3c/OGR/xZyDSGEEKJiG1Z/GIq7Z08VQoGCYfWHlVJERkePHmXp0tztePr161fkc3h6ejJp0iQArl27xqhRo8jMNLOd3h13Fz3q2rWraW/VxYsXM22a9f1w09LS+Oabb9DrrXx+KKLjx48TFmah9sYdedfj1qplYZs/IUSFJyOvZeTikQP8+f00sjUa03O1WrWlSp36+dqlZjuRmmosbuR+NYIt2ta0yryMiyqbdJ0DVZxT8HPOX6EvvcFTqNLTcFoxDv3FrVxM8eNGuidO/tVpPP5/eHs6c/JkBEcSWpOodcFNraGFTxRtfa8XvndsajT41bN8PLgNXNxs/lirseDkXsgFhBBCiIqtjk8dprSewldHv7K5z5TWU6jjU6dE101MTOT06dP5nsvOziYqKoqtW7fy888/k5WVBcC4ceNo2rRpsa7z0UcfsW3bNg4dOsSaNWto3LgxEydOpG3btnh6epKQkMA///zDqlWrcHJyYseOHfn6L168mLZt23Ljxg3efPNNVq1axejRowkNDcXNzY2kpCTOnTvH7t27WbduHampqbzyyisolfYZQzl+/DjPPPMMzZs3p1+/frRq1YqqVauiVCqJiopiw4YNzJ07FwAvLy9GjRpll+sKIcqeJK9lID05iT+/+4psbVa+58PDDhNz+aLFfrFXw0mOi+VfWt55xphpVnVJol/QOW5nubA7tQ0xM1ajYDXVXG9xO6s1Kdkuxua3dRx66w3qtmjKhei6pvOmZTuxN64GadkOdK8cXvgL2P6xhQMKqNfHWFE5KzX/IRcf41pbIYQQ4j7wdOOnAZh2dBoGKzOXFCiY0nqKqX1JrF27lrVr1xbabvz48cycObPY13F0dGTLli2MHj2adevWER4ezptvvmm2rbm9YKtWrcrBgwcZNmwY+/bt48CBAxw4cMDi9Tw8PEqlsNPx48etrrv18/Pjjz/+KNaWQEKIikGS1zJwbt/uAolrjrTE2xb76XW6O4/y/4K/meHFimtNSNK6oDMYR3INwLX0SgXOYQAu/nOywDkATtyuQju/6xarHBfOAEfnw9NrjUWgIg8bnw7pBI98YdzTVQgh7kO7L8Sx/Oh1bqVl0aZGJUa1D8HfQ7YEu9893fhpOlTtwNLzS1l/eX2+/V9d1ca1scPqDyvxiKs1KpUKT09PatasSceOHRk7diwtW7YsvGMhPD09Wbt2LX///TcLFy5k7969REVFodVq8fX1pVGjRvTq1cviqGVwcDB79+5l06ZNLF26lP379xMdHU16ejoeHh7UqFGDFi1a0Lt3bx5//HFUKlWJY84xYsQIqlSpwrZt2zhy5Ag3btwgJiaGjIwMvL29ady4MY8++igTJkyw+xY9QoiypTAYDIUtfLzvBAcb9y+NjIwsk+vt/2MJB1YsKXI/hUKJwdqa0kIo0dPe7xr742tYbDOo2mlquVtOoG3yzjXjutjUOFAowc23ZOcTQogKxGAwkJyRjauTCgeVkulbLzBje/5ZMwEeTqx4oQPVfUu3OI/IVdbv5XdL16ZzOfEyadlpuKndqO1du9SLMwkhxINORl7LQFD9RsXqV5LEFaCD/1WaesdwID4Eg4VCE25V6oDuCgQ0NG6vc25j0S6idoH0BDi9EhQqaPBYiWIWQoiKZPmR6/y48xJXE9LxcFLzaNPKrAgrmCzFpmiYtuU8M4a3KIcoRXlwdXClqX/x1pgKIYQoHkley0D1ps2o1jiU6/+eLLNrKtET6hONiyqb2h4JXEopuNeqf0hNAt/4HoPBwNWT/xC0fgAORb2QXz34vjUY7kxx/nMK9PncuDWQEEIUk1anJy5FQyU3R5wdije9MC5Fw5X4NIJ9XKjq7VLk/ksPX+OdVadM36dosll+1PIo3+Z/o4sVpxBCCCFsI8lrGVAoFAx6+yMOrPidE1v/IisjvfBOhfBzTCU+y3IlXyeVDheVcePyXpUvkap1JDrT03Tc2yGD9qpdpJzczKrf1nP7ejivNUguWhC+dSH6RP7ndFnw55sQ3Nq4l60QQtzFYDDkK9ai0xvYdymeuBQNzYK92HI2hrl7rpCQloWbo4ohbarxzqMNcFIXTGJjkjNZERZJ5O0MGlXxYGCLIBzVSj5a8y+r/olEqzOgVEDvRpWZ3KseyZlaDl+5xfmYFIK8XRjWprrZqb56vYEfdlwq0usqhfozQgghhMhD1ryWMU16GgumvERKgu0bZHv4+pGVkYEmPQ0leup6JtCz8kWO3QriUHw19Ga261Vg4Lk6h/FwyC0UdT3Ni3iNK14OmdRwv41SAVqDisVXmpGgcWNMrTD8nCwn1hqccGrzNHgEQtWWcHgOXPjTfOPW46DfdJtfoxDi/pacqeXrzedZ9c8N0jTZPFTbl8m96uHqqGbCb0e5fivDav9BLYL4Zmhz0/d6vYF9l+OZsDCMDK3O9HxlT2da1/Bmw0nbRkEd1UpmjmxJj4aB+Z6PT9XQ+rNttr9AYGDzqnw7TG7alZXyXvMqhBCi7MnIaxlKjovlj0/fL1LiCpCSEE/1ps3pPPgpPA9+jmvEfsDAQ37X0fvW4/h1NZr0NBycncnOysKg1+NbvSaaZk3wOPOz6TzV3JKo5paU79wOCh1tKkWyKao+h+Kr8VjQ+QLXj890YXdsLeIdazDhsTybj+/8wnLQabFFeo1CiPuXTm9g9NzDnLieaHpu36UEjkYcwtPZgbhUjeXOd6w9foPJveoRn6rh6y0X2HspHgUU2LAkOjnT5sQVICtbz9srT7H/HX8c1bk3At2d1Lg6qkjP0lnpnauKlzNv9K5feEMhhBBCFJt9docWNtnw3f9IjIkqVt9rp45z7fxFXMcug1fCYNRKdgV/xKHzGjTpaQBoMzMx6I1FnpLjYrjm0Ql6/AeNwdnquVUKY59zyQH8Ft6cqAzjdGStXsnpxEB+v9qcK2mVSLmdTEx4nml0wW0tnzS4TbFepxDi/vP3udh8iWsOTbbepsQVQG+ALWdiGD77IHsvGW8A2mvaUHyqhkNXEvI95+yg4omWQYX29fdwYkrvemyc1JlqlaTSrBBCCFGaSn3kNS0tjfT0dPz9/YvU79atW5w+fRqALl26lEZoZWrfskVEXTxXonOc3buTtgMGcz06jSvHr3Ps750W22ZlZLDj11/weedjkh+qhf6vt2nhU3A04titquyIqW36PlbjwZKI5riotGj1KrIN+deYnT+wh8Bad/ava/c8HF8MmYn5T+oZBC1GF/dlCiHuM0cjbtnlPDvPxZKpLVkVdkuyso3nvZ2WxZrjN/j7XCyX41JxcVCSYeWanzzemL5Nq5RKTEIIIYTIr1SSV61Wy7Rp05gzZw4REREAuLm58dhjj/Hee+/RtGnhpeX37NnDoEGDUCqVZGdnl0aYZSY2IpyDq5aW+Dya9DRWTP2Qqyf/sbnPP5vWM+DND9kSth1d1m+oFLljFZFpnuyKqWmml4IMnaPZ8+ny/l34hMAzf8K2j+HSNuMerw36Qa9PwLWSzTEKIe5vldzM/z4pitBgL8KulXBPagvcnFS0q+XL8qPX+WD1KbJ0to3p+rg6sPtCHDV83WhU1dNiu7gUDWuP3yAhLYs2NXzoWi8ApVKqOwkhhBBFZffkNSUlhUceeYSDBw8CxqqSAKmpqSxfvpwVK1bw9ttv8+mnn+arNmnJ/VBP6uT2zXY5j7O7R5ESV4BbNyNZ9vHbRF++it69Hr2rXERnULDxRgMi0oqeYHr6B+R/IrAxjPwDdFpAASpZRi2EyG9QiyC+3nKBLF3xRk2bVPUkTZNt8/rTompX05ebiRm8s/Ik+iK85dxO17L0yHVWHovkxxEt6d24coE2m05HMWnpcdPI7kygZXVvFjzbFg/nIm9OJoQQQjzQ7L7mdcKECRw4cAAomHgaDAZ0Oh1ffPEFffr0IT295FvG3AvSbicU3qgQzu7upCcWfdQhKTaGqIvnMej1nEsO4OcLbfktvGWxEleAI2tXoMvWFjygcpDEVQhhVoCnM98Oa25T2+qVXPnf4FC2vN6FGcNbsOrFDjzSpAqX49JKLb7LcaksP3K9SIlrXlqdgU/Wn0F31wmS0rW8vuyEKXHNcexaItO3XihuuEIIIcQDy67J69GjR1m2bBkKhQJnZ2e++eYboqKiSEtL4+DBgzz99NOm0dbt27fz6KOPPhAJbGCtukVq7+Hrh5ObG0qVCgdnZ+p36MKIqdNNhZlKIsvgQHK29QJOgMUNC9MSb3Pl+LESxyGEuPecj05h8vLjdJu2k6d+3s+KMNu3KAnydsFZbX22zTdDmrHrza4MaV2NeoEePN6sKi2r+zB3b3hJQ7fqdloW8TYWjrLkRmIGf57KX5Dvz9NR+bbxyWvVsRs2n1unN7D2+A1e+C2M5xYeZfmR6wUSYiGEEOJBYNehsgULFgCgUChYu3YtPXv2NB1r27Ytbdu2ZfTo0QwfPpz4+Hj27t1L3759+fPPP3F1vX+rNLp6Wl4LlZdCqaTj0NG0G/hUgWMGvd6madY5VA4O6LRmRkht4OTmjiYt1eLxzJTkYp1XCHHvOn49keGzDpqSsSvxaRyJuM3pG0l8/Hhjq31TNdmMnX+YzGzrQ5v/XE9kUEvj3p0XYlK4mpCOs1rJ7XTLv8u8XNQ4qFQlSj7b1fIt9pTmvF75/R9m7Q5n+pBm1A30ICXTctzWjuWl0xt4YVEYW8/EmJ7beiaGlcci+d/gUDaeiiI+JYtWIT70bhyIg0o2ERBCCHH/suu73P79+1EoFPTr1y9f4ppXjx49OHjwIPXq1cNgMLBnzx4ee+wxMjKsb1B/L8rOymLVF/9h6+wfbWpv0OvZ+/tCDq5ail6f/279leNhaDW2fzhz8ynOtGAFzXr35en/fY9vcHULTRQENbT+QVUIcf/5avM5s6OICw5EcDXB+qyQ9SduWk1Ac2w4GcWl2BRGzjlI729289zCo4yed9hqn+SMbDKytHi5WL8XqwCaVCl4I9FJraBBoAd/nbJ9b1hrTt1IYsgvB/jr9E2aBXtbbOfurKbN1G0M+eUAm/+1fO2/TkflS1xzHLpyi67TdvK/TeeZt+8KLy05RstPt/LbgQi0dkjEhRBCiIrIriOvOZWF+/TpY7VdrVq12LNnDz169OD06dPs3r2bfv36sXHjRpydbZjSeo9Y+cV/iDxzqoi9DOxbtogzu3cw8vPpOLm6AXDrxnXbT6FQENK0OaeKWCiqcp269Bz3IgAdh4xi3TdfwF3rlht36YFP5apFOq8Q4t6m1enZf9n82n2DAVYcvU5iRjZnopKp6u3CqHbVaVfL19TmUmyKTde5lZZFr2923/1rxyoDkJalB6wnbAagVQ0futT3Z9WxGyRnamlZzZvriRl8v+OS1b5FdTtdy8RF/+DmqKJhFQ/ORhV8/ckZ2UA2cSkaDl+5hY+rsXhThzp+TOpel/qVPQDYdNpyYnv3zyklM5sP1/7LljMxzB3TBke1jMIKIYS4v9j1nS0lxfgGHRAQUEjL/2fvrsObut4Ajn8jdXeHUkpxd3cfPtxtY4y5/OYwN8YENtyHDxi64S3uWrxQo5S6e5P8/ugaWpq0SZsKcD7Pw7M2995zT4CRvve8533ByckJf39/GjVqhEqlwt/fn4EDB5Klx+piVfbo3t1SBK6PJURGsPLtV8jNzgbAzt1T52ut7B1o3KMvxmZmet0zOuQ+6clJANRq3Y4h73+Gu19dZHI51k4udBg9kV4zXtNrTEEQnn4yiQTjYtJR5x+5x9rToVwITWDXlYeMWnqaP0+Hkp6dy8EbUVwKTdT5XuVZYH7D2XC87M05/VF3bnzRB7lcSmhc+dVdSMtWcDMyBWNZyVs+EtJzSEjPYc/VSF5ceJI7UXmfp6X57Th2N5ZtF3Xfj6yNUqli28UHTFxxlhGLTjH/0F0S07PLPK4gCIIglJZBV17Nzc1JSUkhKSlJp/Pt7e05fPgwXbt25dq1axw6dIhBgwaxc+dOQ06rUgQe2V/mMdIS4rlyYC/N+w+mRtPm2Ll7kvCw5B9IUuJi2bvgJ1785Gs2zX6/cG/WYihzcwm9dpm67TsD4NOsJT7NWpbpPQiC8HSLS81i68UHWJnKyUrVLXBRqeDL3Tf47p+bpGaVT3ub0shWKPlw2zUcLIxp7GWL/+2YCrqvfiFoSlYuvx26y2vdauFhU7pspH8CHzGqlZbtHzp6feMldl99XITqbEg82y5F8NeMtjhYmpRpbEEQBEEoDYOuvFarlvdBeevWLZ2vyQ9g69evj0ql4sCBAwwdOpTs7Kf76W52ZqZBxrlx7AgAkXduU69j16J9VrWIjwgnJTaaUV/8iL2Hl873UykVBJ07zckt67h2eD/Zmc/eXmRBEHRzNjiezj/6883eW8TqGLjmy8pVVqnAtaDfjwQRn1a1P2P2XI2k9y9HWXIsuFTXK8u4hH0iKLZQ4JovODaNJcfKt/qzIAiCIGhj0JXXhg0bEhgYSEBAgF7XOTg4cPjwYbp06cLNmzf5559/uHz5siGnVuE869Tn5n+B55NMzM3J0rFFUGx4GMtem0pSdNGCHSWJDgnGr00HRs7+liUzJ2vuz/qE45v+JCUmWv390fWr/ksfrqP3/QVBqLpUKlWxFcyVShVvbbpMapZumRtPkysPkvj070CMZRK9V0UrSlln1aueS5mu11QkquCxD/vWLdP4giAIglAaBl157dixI5DX7/XevXt6Xevk5MThw4epU6cOKpWKyMiiT3yfJnU7dtG44imTG9Fv1nta+6g+SZmbU6rAFcDa0QmA60cP6xS4AoUCV8hri7P7l++LVD8WBOHpdCE0njFLT1Pzo700nL2Pz3YEkpRR9N+H86EJRCQ+u5kX50MTyKtBXLxutZ35YlB9WlS3RSbVvV1ZRZFrmFOzarYMb6F7xo0mxb1XmR5t2wRBEATBkAwavPbq1Uv99eLFi/W+3sXFhcOHD+Pn52fIaVUKIxNTRs7+lkY9+mBiYYHMyAjflm0ZMftb7D08qdG4ebne38TCkjrtOwGQEle2fV0pcTGEBV41xLQEQahEV8ITGb30DCfvxaFU5e2tXHMqlAnLz6BQFl7rS89+9lZcn6RLb9fDt6NZFHCP86GJRX6PCjI3lhlyaiUylkn4c2orrn/Rm6+HNKBjLUc6+DryxaD6rJ/eBlOjss2nbwNX7ccaupVpbEEQSubt7Y1EIqFLly6lOi4IzyqDBq8+Pj60bNkSY2NjVq1aRWJiot5juLq64u/v/0wEsOY2tvScPotZKzYxYva3JEZFsuHTd1n+xnSCL58v13t71KmHsZk5AM7eNcs8Xmaqbq0uBEGouv7wDyI7t2jAduVBEm9uvERqVi4XQhPYeDaMHIUSMyPRagXgYWLJNQzSsys2OyVboWL2zuscvBHN2NbVWTu1NWuntsLH0ZJFAfdYcyqEhDLs623hbc/4NtWLvN7Aw5rpHWuUZepCKRw/fpz333+f1q1b4+HhgampKZaWllSvXp0BAwbw448/8uCB5oKO/v7+SCSSIr+kUik2NjZ4eXnRvHlzpk6dysKFC3n0SP+ex3v27GHUqFH4+Phgbm6OiYkJbm5u9OnThyVLlpBZyjogkyZN0jh3fX8JgvDskKhU5dmYoPTS0tKIjY0FoHr1oh+gZeHpmdd2Rts/9IZ2fNOfnNm2sULulU8qk/HSH6uwsLUjJzuLRS+NJzujdC0hpDIZ0xYsx8re0cCzFAShvB2/G8sf/kFci0giPUuBoph/8i2MZaQVCMIcLY31LtRUniTk7QU1kkmQSSVk5pS8cvqscLI0JiNHWWQPskQCyye2oHUNB6asOseZ4Hj1MTMjGb+PbUq3OiXvf1UoVaw8EcxfFx4Ql5ZNK297XulSk+jkTBYfvU9UciZ13az5qF9dvOzNDf7+SqOiP8srw9WrV3n99dd1qiUilUoZPXo03333nfr3BvKC165du+p8T7lczoABA5g7dy4+Pj7FnpuamsqIESP4559/ij2vVq1a7Ny5kzp19KufMWnSJFavXq3XNZpU0R91i+Xt7U1oaCidO3fG399f7+OC8KwyaMEmQ7KwsMDCwqKyp1Fm9y+eq/DAFUCpUBD3IAwLWzuMjE2o17kbl//dXaqxGvfsJwJXQXgKHbgRxctrz1NMtmshaU+sHsamZuPtYI6rjSnh8RnUcbXCzdaUP0+HlcNsS5b/NnIUKnKqaKElQ+jX0JX916PI/e8PrqW3HSNbePHuX0W3b6hU8MeRe5wMiisUuAJk5Ch4bf0lTn/UHStTo2Lv+damy+y88lD9/Z5rkRy8+Qh3WzOCY/MefIbEpXPoVjS/jWpKn2LSigXD+Pvvvxk3bhxpaWlAXnbbiBEjaNeuHS4uLigUCiIjIzl69Ch///03oaGhrFu3jhYtWvDmm29qHHPQoEF89dVX6u8zMzNJTEzk7t27nDx5ku3bt5OWlsb27ds5cOAAy5cvZ8SIEVrnOHbsWHXg6unpyTvvvEOjRo0wMzPjzp07LFiwgPPnz3P37l169erF9evXsbKy0vn34Ouvv+bdd9/VeOzcuXNMmTJF4/sSBOHZVWWD12fFkdVL9Tg7f13BMKwdnYkOuU/49WtY2NjlPaLX8emjRCrFztWdxr360bTPAIPNSRCEijN3322dA1dtQuLS+X1sM+q72wCQmJ7Nv4GP9FqRtTKVY2YkIzolq2yTeQ408bJhUBMPVEpIzMime10XJrevwe9HgrReE/gwiaCYVI3H0rIV/BP4iBEFCjiFx6dz4EYUEgn0qu9KQlp2ocA1X1auSh245svOVfL25su09y05IBZK78yZM4wcOZLs7GwkEok6iDMyKvp7PnToUObOncuqVav44IMPih3X1taWBg0aFHm9R48evPLKKyQmJvLRRx+xcOFCUlNTGTduHE5OThpXbi9dusTOnTsBqFu3LmfOnCkUmLZt25YJEyYwbtw41q9fT3h4OMuXL9caWGvi4eGBh4eHxmP52XnFvS9BEJ495Ra8KpVKTp8+zdWrV0lMTMTGxoZGjRrRtm1bpNLnYx9VdkY6SVH6VE02XODq3bgZJzb/ya0TBVKN9Nj3YevqzuSfFxlsPoIgVKz4tGxuRxlmr3p0chb13fO+tjU3Zv30Nny8/RrnQhIAkErARC7F3FiOVCIhLTuX9GwFVqZyxrSqxozONbn1KIXRS08bZD5Pg/ru1iiUSm490hxUahORmMHLay+ovz91P56T9+LoWVd7j28XKxPCE7RXhk5Kf1xNet7+2yw4EqR+qPHVnpt0rKVfZk16toJ916N4sblnyScLesvOzmbUqFHqfvcLFy7k5ZdfLvYauVzOtGnT6NWrF0FB2h90lMTW1pY//vgDV1dXZs+eTU5ODpMmTSIoKKhI4Hz8+HH112+//bbGFVWJRMLs2bNZv369+hp9gldBEIQnlUvwumfPHl577TVCQ0OLHPPy8uLXX39l0KBB5XHrKiUjJaVS9ll41W+Em29tTm3dUPjAf3ORSCQlzsvM0oqczExkxkZIpRVbRVMQhLIzM5JhJJOUOb1WLpVQ39260Gt+LlZsmdGOh4kZZOUqOXjjEV/vvUVGzuPVWAcLY5ZObMGfp0Np/c0hnSr7PktmD6jHoZvRegevMSlFV7QP34qmWx0nbM2NSEwv2tZoXBtvDt6MKpI2nK+2a15Q4X87mt8OFw5sFEoV/rf1r0ifmJ6NUqlCWgXbB1UUZVoaWUFBKNPSkFpYYOLri9QA253WrFlDSEgIkNfFoaTAtaBq1apRrVq1Ms/hk08+YdeuXZw/f56wsDDWrFnD1KlTC52TkvL44VhxtUm8vb3VX2dlPV3ZFyEhISxatIjDhw9z//59kpKSsLCwoFatWrRv356RI0fStm1brdcfO3aMVatWcezYMSIjI1EoFLi7u9OxY0dmzpxJy5Yty23uSqWSjRs3snHjRi5dukRMTAxSqRRHR0ecnZ1p164dvXr14oUXXii3OQhCeTB48Lp582bGjh2LUqksEiBJJBLCwsIYNmwYa9asYcyYMYa+fZViae+AmbUNGclJFXI/Y3NzRnz6DS4+vqx4a4bW83QJqJNjo/lt4osYm5lTo2kLarZohatPLezcNKfvCIJQtZgZy+jbwE1jOiiAp50ZD4pZrcs3sqUXztamGo+525oRnZLJ9//eKnIsLi2baavOE59edQo+VaS3N1/Bx9FwdRsO3oxm+cQWzFx3kajkvABAKoFRraoxtUMNGnraMHrJaY35OytOBNOxliOLA7T3X5dK0CvF/Ks9N5m7/zYDG7vzQd+62FsY6/mOnl5Zd+8Sv349yTt2okx/nFYtNTfHetBA7MeMwaRWrVKPv2zZMvXX77zzTpnmWlpSqZQ33niD8ePHA7B169YiwWvBrhCaFis0Hatdu7aBZ1o+VCoVX331FV9++SU5OYUfGCUlJXH+/HnOnz/Pr7/+qvFnqvT0dKZMmcKmTZuKHLt37x737t1j1apVvPvuu3z//fcGz0hMS0tjwIABHDlypMix8PBwwsPDuXDhAvPnzycnJwe5XOwiFJ4eBv3bmpCQwCuvvIJC8bjoh6+vL87OzkRHRxMUFIREIkGpVDJz5kx69eqFo+OzWwhIJpfTcsBQjq5bWSH3MzI2wcTCEoD0pMQyjZUaHwfkpT7fPnmU2yePgkSCb4s29Jv1Dkammn+YFQSh6vhsQD1uRCYTFF109e9BQgYT2lZHAshlUvo1cOXwrWi2nA8nOjUbewtjxrWpTo86zsxcd4HT9+OxMTNiWDMPpnfywUSel5Gx41IEGrrvAJR74OpsZUy0hpVKyKuU3MTLjrD4NO5E6bf6aQgPEjJ0ejigq1yFCnsLE2zNjNTBK4BSqUKpUuFuY6Z144n/7Rg6fH+EiETt86nrZs3tR8la/yw1ycxRsvn8A64+SGLnrA4Yy5/9LUFxq1YR/f0PGutHKNPTSdywkcSNm3D+3/s4TJqk9/gpKSlcuJCXNm5ubk63bt3KOuVS6927t/rrEydOoFAokMkeZ2L1798fDw8PIiIi+Pnnnxk5cmSR1GGVSsWcOXOAvNTm6dOnV8jcy+rtt9/ml19+AcDKyoqXX36ZHj164OzsTFpaGoGBgfzzzz/s3bu3yLW5ubn0799fXQG4T58+jB49Gm9vb8zNzbl27Rq///47Fy5cYO7cuZiZmfHFF18YdP6ff/65OnBt06YN06ZNw9fXFxsbGxITE7lx4wZHjhxhz549Br2vIFQEgwava9asISEhAYlEQvPmzVm9ejV169ZVH7916xaTJk3i7NmzpKSksGbNGt5++21DTqHKaTlwGBKJhBOb15GbXb7pMmmJCeya9y3jv/8VR6/qRNy6rtf1bV8cw+1TR4mP0NJ2QKUi6NwpDq9aQu8ZrxtgxoIglLfGntYag1eAcyEJ/PNGR47cjua9v65yPzavqmldNyvmDKjPjssRDPr9hDooik/LZu7+O1wMS2TJ+OZ8ufsGa09rX3EpTw4WxjhYmGgNXlVKFcsmtmD6mvOVErwaWrc6zkxddU79ZwR5K6Ubz4XjbGVCJz+nYq8vLnAF6N/IjdGtqvHJ34F6z+3WoxT+CYxkUJNnOzMnbtUqor/7vuQTVSr1efoGsIGBgeTm5rVDaty4caWuiDk5OeHp6cmDBw9ITk7m0aNHhYonmZmZsWPHDgYMGMCNGzeoV68e7777Lo0aNcLU1JS7d++yYMECzp07h1wuZ9GiRU/Fyuu+ffvUgaufnx8HDhwokordoUMHZsyYQVhY0crr33//Pf7+/hgbG7N9+3b69etX6HiLFi0YP34848aNY9OmTXz77bdMnjyZGjUM1z9548a8LhetWrXi2LFjRf4edenShZkzZxIfHy9WXYWnjkEfkx44cAAAR0dH9u3bVyhwBahTpw7//PMPzs7Ohc5/VuVmZ3PvwhksHRxp1ndghdwzOuQej4LuYOuqXxsDS3sHWg8erj1wLeDm8SNkpaeVeF5BCkUGoaFLOHd+KGfPDeR+8G/k5CTrNYYgCLrJUSiZuOIMLb46yNaLmtOGAWJSsrj+MImX11woFBTdjExhzLIzrD8brnE17/CtaN7efJnVp0LLXM24NLzszdj7RkcSilnZjUvPITNHgaOlSQXOrHy42ZgSl5ZV6M+ooLWnQ0lKz8FYVrr9p+42poxuWY2AO/rvfc13KSyx1Nc+DbLu3s1bcdVD9Pc/kHX3rl7XFKyg6+JScn/e8ubg4KD+Oj6+6J7q5s2bc+nSJWbPnk1CQgJvvvkm3bp1o127dkycOJFz584xatQozpw5UyTtuKr6+uuvgbytbps3by52D/GTx9LT05k3bx6Qt3r7ZOCaTy6X88cff2BsbExubi4rVxo2Q+/Ro0cAtG/fvtjg1N7e3qD3FYSKYNDg9dq1a0gkEiZMmICdnZ3Gc+zs7JgwYQIqlYrAQP2f8D4t7l88x+KZk/j7hy/Z8+sPnN+zHUkFVVlOTYjHzMpGr2tsXd2RGRlhbF7yHi1FTg5piQk6j61UZnHp8kSC7n1PcvIVUlKuExz8KxcujiA31zDVUAVBeOyNjZcIuBNb4nlNvGxYeSJEYzElRQlR6c4r+lRSN4xhTT2o4WhBVFImA+YfI7GEtOQD16MY2dKr2HMqg5FUgq5hpqlcSmRSJr8f0b5fNSE9h6lrzpNdiuJcg5u4s3lGW+wsjEnPztX7+nwOz/ie1/j163VuNaemUpGwYUPJ5xWQnPz4oa6lpaV+9ysHBedQcG4Fbd68mXXr1qn70T5p7969LFq0SGPwW9XEx8erqyj37NmTxo0b63V9QECA+n2OHDmy2HPt7e1p2LAhkJeWbUj5K+Q7d+4kOjraoGMLQmUzaDSV/z9skyZNij0v/x+DhATdA6CnSXJsDLvmfUtmyuN/6JW5uaiUhqm2Wa1BYyRa2t5IpFIUuTmEXrus15iRQbfJTEvFo3bdEs81sbDAyrH4FLWCHkXtIinpQpHX09Lu8iBivV7zFASheJk5CvYFRul0bq5CxfWIiikoZwhbL0UQHJtGtkJFdEo2mbnFBxOpWbk08bLlo351KmiGuhne0pN73/TlvV5+xZ5nZSojU59NqHpq6W3HL6Oa4mlnDkB739LXoOhcW/fPhKeNMi2N5B07S3Vt0t87UGoJ6jQpuGc0NbXy090LVhS2ti5cdVypVDJq1Chef/11goKC6NevH0eOHCE5OZmsrCxu377N7NmzycrKYunSpbRo0aJMbXwqwuXLl9UFmDp37qz39efOnVN/3bRpUyQSSbG/8vc356+UGkr+Kve9e/fw9fVl0qRJrF+/nnv3tD8EE4SnhUGD1/ynbpp6fRWU/yQvI8NwxSyqisRHkeya9w25OfoXKjEt4fcNwMzaBqVSobVisEqpZPevPxATcl+veyuys4l7EE7TPgNKPLdpn4EYGeueihcX61/MsaKV8ARBKL2YlCwUOq4Q+d+JIThOvy0AT5N2vnkpjy91qomfs/ZVLFkFt3sJj8tAKpUysX0N5Fru7WBhTEqmQuMxQ3mpU81C349tXZ0apayQPGzhSSatPMvl8EQDzKxqyQoKKlRVWB/K9HSy9AgYChaxjIrS7SFUeSqYxvxkiunChQvV1XTHjRvHnj176NKlC1ZWVhgbG+Pn58ecOXP4+++/AQgODmbChAkVNvfSiIl5nDrv7u6u9/WlXeVML+XfL20+/PBDXn/9dWQyGSkpKaxevZqxY8fi6+uLm5sbU6dO5cyZMwa9pyBUlGe/NGAFig0P5c+P3uTRPf32uADIjIxQ5BTt35dPIpXRatCLjJzzHRE3bxQ/WCl7y1ra2VGtYWNkciONxyVSKdUbN+PumROseGsGxzasRpFbcpqZVKo9nay4Y4Ig6M/JygR9YrHMnGez/6pUkldICCAsLp27WopWQV6gOLm9N7WKCXAN6VhQLF/uvoGliZzPB9UvclwuleBuW34V3d1sTPnxxUb0rFd4T6WNmRFbZrRlWocaeNia6TVmjiKvX+zIxae48owFsPqsnJb1+oYNG6or+l65cqVQ94aKFhUVxcOHeXvmbWxscHNzK3R8+fLl6q+//fZbreP06dOH7t27A3Dq1CmuXbtWDrOtGnIL/Ey0f/9+rl27ptOvffv2GXQeMpmMX3/9lbt37/L111/TvXt39cLRo0ePWLFiBW3atGHGjBkoDZQVKAgVRQSvBnRi059klfZDTgU5xTTvtrS3p+OYSZhZWqFSGf4fGu/GzbBxdiX44nkUuZqDaKlMTuiVi8Q9CCPh4QPO/r2Fxa9MIDuz+BV0FxftDbCdXfqXad6CIBRmaiSjXU390j+9HcyxNH1c1MPV2pRpHWtgpGcBIGer0j2Mkkkk9KrnwskPuuHtYF6qMZ6kVMHLay8w/9BdLoYlaG0jAxCdksWkdt7EpJZvRfiClh8PZvO5MMa2rs7WV9oxtKkH1R3MkQC5ShXXIgxf0K6BuzUbXmrN8f91Y3gLzXuBbc2M+Lh/XSa39y7VPbJylcw/XLVTQ/UltShbv159rreysqJ58+ZA3mrcwYMHy3TvsigYULVv375IL9IbN/IepLu4uODp6VnsWPnvqeB1VZGT0+P09/zAXR8FV85tbW1p0KCBTr8K9sw1pBo1avDRRx9x8OBBEhMTOXv2LB9//LF6FX3x4sX88ccf5XJvQSgv5RK8atuP+awLuVx0X6euFLk5xa6YNureBwBzG1tcfHxLfR9NXH396DPzLQBiQoO1z1FDKnRGcjL//P5zseM7OHTFzXVYkdcdHbppfF0QhLJZOakldVwLb0MobjU2LD6d1MxcZBIJ7X0d+PfNjnzSvx7H3u/GG91r4a7jKpy2tjXamBpJ2fpKW2582Zs/xjbDWC7lvd6GbaUx/3CQ1tTcfCZyKXFpWSSma89+KQ/vb73GvAN3aF7djmkdfQiLTy82yC6rwIfJTFh+lk3n8tp7XAxL4JeDd1gccI9dVx4yfNFJfD/+B9+P/uGrPTdLfZ+zwXGGmnKVYOLri9S8dA9VpObmmNSsWfKJBUybNk39dX7l2oqmVCr59ddf1d8PG1b0szq/im1OMVlj+QqeY2SkOburKmjatKk6SA8ICND7+oJBen7hp6pCJpPRsmVLvvrqK44dO6Z+n/ltdQThaVEuzZ0GDx6s03kqlapQw2tNJBJJoTSMKq2c9k25+PjSZujjqnXtR4xjx9yvdErZLUnNFq0Z/N6n6u+tnZz1HiPo7Eke3buLa81aGo9LJBLq1fsBF9eBREfvRaVS4uTYHUfH7kgkYvFfEAzNSC7l3zc7ceNhEv8GPsLL3hxnK1Mmrjyr8fz8wsIKlYoTQXH8b+tVFo9vgauNKafux/GwhB6hpeHtYM7XQxrS1MuO3w7fZdWJEBIzcpBJJViZyknNzDVIIJetUJKjUGJmJCVDS4p0Aw9r3G3MkUhKveui1H47dBcXKxOCYlIr5N45ChUfbQ/kz9Nh3IjUvLqr655pbWzNn63tIFILC6wHDSRxg/4/5NsMHqT3yu3EiRP5+uuvCQ0NZf/+/SxatIgZM2bodG1YWBhBQUF069ZN77kW9OWXX3Lx4kUAqlevzvjx44uc4+Pjw7Vr14iPjycwMJAGDRpoHc/f37/QdVWVnZ0dHTt2JCAggIMHD3LlyhW9Kg53794dKysrUlJS+OOPP3jllVcwNS2/LQClVa9ePTw8PAgPDy+0r1kQngblEjmoVKoSf+VXWtPl3KdBdmYGynLamzLs4y8BuLh3B0tnTWHbd3MwsbDE2dsHqaxszx8cPAqnjvm1aY+5ja3e4+yc9w1KZfHv38G+A3XrfEO9ut/h5NRTBK6CUM7qudvwdq/aDG/hRefaTrzevRa6JMbsvxFFaFwagRFJnA02XHsLT1tTvh3agL2vd+TIu11o7+vIt//c5JeDd0nMyFuZUShVpBgocM1nZizD2Vr7D5Dutma42pjS2a9yKuZ+/HcgG86GVeg9tQWu+tD2vHZ48+JTSJ9G9mPGoNP/PAVJJNiNHq33vYyNjdm0aRPGxnkPAV599VW+++67Ylc4FQoFK1asoFmzZly9elXve+ZLTEzk1VdfZc6cOUDeKunKlSs1rpYOGjRI/fWsWbO0FuGcP38+ly5dAvICYX3bz1S0jz/+GMhbfR4xYgRhYdr/3wwPDy/0vbW1Ne+88w4AQUFBjB8/vtjipEqlkm3bthk0lTo+Pp6///672L2sgYGBPHjwAKjaDxMEQRODr7zqGmw+LUGpru6dP4OyHFaITS2tuHrgHxIiI7gecEj9enpSIulJiWXuHVuvU+Gns0Ympgz9YA67fvmOpKi80u1SmRwHT69iU4pTYmMIvXqZGk2aaz1HEITK9XZPP4Y09eCn/bfZfVV7n1aVCg7ciMLVxjArBjIptPS2p5azJbWcrajnntdyY/fVhyw7rv3fFUOQAHuvRWIi0/5v5fWIZOp99i8KhRKZBErRLrXMnrbCWT6OFrzU2YfPdlwnu0A7n+51nHm5s35psk8Dk1q1cP7f+0R/973O1zj/731MamnOSCpJ69at2bRpE+PGjSMtLY0PP/yQpUuXMnLkSNq3b4+zszNKpZLIyEiOHz/O9u3buX+/5C4DiYmJBAYGqr/PzMwkMTGRoKAgTp48ybZt29SdIywsLFi+fDldu3bVONbbb7/NypUriYiIICAggKZNm/Laa6/RvHlzTExMCA4OZv369WzdulV9zdy5c6v81rKePXvy1ltv8fPPP3Pnzh0aNmzIyy+/TI8ePXB2diYtLY0bN26wd+9e9uzZQ3Z24e0SH3/8McePH+fgwYP89ddfnDt3jpdeeok2bdpgb29PWloaISEhnDlzhm3bthEREcGBAweoV6+eQeafnJzMkCFD8PT0ZPDgwbRu3RofHx/MzMyIjY3l+PHj/PHHH+qfw1999VWD3FcQKopEZcAoMjQ01FBDFVK9enWDjpdfWCD/qZMhXN63h0MrFhpsvIrgXKMm47/7VeMxlVLJg1vXyUxJwb12XYzNzFn08jiyi3mC2PfVt4sEw4IgVD2jlpzi9P3iV1QtjGUsmdCCscsM305haocadKzlyKSV50o++QnWpnKSM5+SrSTPEHcbUzztzcnKVdK1thOT2nlja25MXGoWe65FkpyRQ9uaDjSvbl/yYAZSHp/lJYlbtYro738oPr9cIsH5f+/jMGlSme939epVXnvtNY4ePVriuTKZjPHjx/PNN98Uqgzs7++vNQDVRC6X88ILL/DTTz+VuCp369Ythg0bVuLKoZmZGT///DMvv/yyzvMoScH3NXHiRFatWmWwsVUqFbNnz+abb74pseKzph+jMzMzef3111m2bFmJizUymYxjx47Rtm3bQq97e3sTGhpK586dC6Vdl3Q8JCSEGjVqFHtPyFtV//7773nrrbdKPFcQqhKDrrwaOsh8mnjVb6jzuY7VqhMbVj6Bvj7iI7R/4EukUrzqFX5PU+cvZ+mrk8nVVBVZIsHNr46hpygIQjnIzi35mWVatoJLYQm093XgRJBhC/AsPx7MqhOlW3FNzsxlXJtqrD8Tpt6r+zT4flhDftx3m9hU/XuAVwVv96rNixrSgR0sTZjQ1rviJ1RJHCZNwrJ9exI2bCDp7x2F+r9Kzc2xGTwIu9GjS73i+qRGjRoREBDA8ePH2bFjBwEBATx48IC4uDjkcjmOjo40atSILl26MHr0aL16k0okEiwsLLCxscHZ2ZkmTZrQokULhg4diqurq05j1KlTh4sXL7J582a2bdvGpUuXiI6OJjc3FxsbG2rXrk337t2ZNm0aXl6aK1xXRRKJhC+++ILx48ezcOFCDh06RGhoKKmpqVhZWVGrVi06derEaC1p4aampixZsoQ33niDZcuWERAQQGhoKElJSZiZmeHu7k6DBg3o1q0bQ4cOLdKGqCyqV6/OuXPn2LdvHydPniQkJISoqCgSExOxtLSkZs2adO3alZdeeqncqhwLQnky6Mrr06K8ntb+s+Anbhw7UuJ57UeO5+aJAOIfVOweJ03e3rBTr9Tjm8eOsHfBT0Ver9epG31ffduQUxMEoZwsCrjHd//cKvE8TzszRrb04lJYAkduxZRrJVx9NKtmi6+zJZvPV9yK25PGt62Gq7UZd6JS2Hn5YbG/N4ObuPPLqKbciExi5p8XCYlLL+bsqsVELqV1DXuGNfekd31XTI2KL7JYkSpj5bUgZVoaWffuoUxLQ2phgUnNmmVuqyMIgiAUr0pXzImNjeWnn4oGSlVV75lv0rTvwGKLOphZW5ORklQu+2P1JpHoXYCibseuDHjrA5y98/Y0WdjZ0274WHrPeKM8ZigIQjmY3N4bW7OS21U8SMjgp/13uPEwhS0z2vLbqCblPzkdXAxLZEslBq4yqYTXutbi1a6+xVZFtjSRsWZKS34Z1RSVSsX//rr21ASun75Ql9quVmTlKjl6N5Y3Nl6m/XeHuRiWUNlTqzKkFhaYNWqERdu2mDVqJAJXQRCEClAlV14PHDjA0qVL2blzJzk5OSXuN9BXeT2tvXZkPweWLEBVsMKbuveCBGfvGsSEhRQ+XomqN2rKi/9VMi4NlVJZ5oJRgiBUjtC4NEYvOc3DpEydzu9R14VlE1vQ++ej3I5KKefZVX3eDuZ83L8eb268RFq25s8oI5mEa3N6Y2ok4+idGCas0NyqqCrqWc+FAzeiirzubGXCiQ+6YVRMAayKUtkrr4IgCELFq/xPn/88fPiQr776Ch8fH/r06cPWrVuLVHCrypJjo4sGrgAqFW2GjuTlhauJfxhRZQJXM2trer38epnGEIGrIDy9qjtY6FX18/CtKNKzc/mgbx3k5dTT+mkSEpfO9DXntQaukNdT9eqDJADm7i85Tbs81HWzKtV1AbdjNL4enZKFv5ZjgiAIglDeDN4qRx9KpZJdu3axbNky/v33X3VPqvzFYKlUSq9evSpzijq7eTxAa2B66+RRbF3dyc3WUOioAplaWOJYzZuazVvRoFsvTC0sK3U+giBUnswcBRGJ2quHP0mpglyliq51nNn4UhsWH73PpdAEYtOenoeMleG19RcwNZYTWgHpwpYmMsyNZESnZmMkk9CtjjOWJnJuRabovV85W6H9QWt82uPPsqT0HELi0nCzNcXZyjCtlQRBEARBm0oJXu/fv8+yZctYvXo1jx7l9RItmL1cp04dJk6cyPjx4/WqnFeZstPTtB7LSk8nR1OF3jKSSCR69cttNXg4LQcO0+secQ/CuHUigJysTKo3aoZ342ZVvkebIAglMzWS4WBhTJyOwWdLbzusTfP2ybbwtqeFtz1bzofz3l9XS75YpWLg/RO8EHwC5/QEgm3cWVGvH9ecfEs1d0sTOd3rOrPj8sNSXV+RolKyAcMG+MYyKS7WJtRwtCAjR4FEIqGznxNjW1fDytSIyKQMTI2kjF16ttQp3k6WJsSkav7cal7dnlyFkq/23GTD2TCycpXIpBL6NnDl26ENsTIteT+1IAiCIJRGhQWvOTk5bN26lWXLluHv768OuvL/K5FI6Ny5M99++y2tW7euqGkZjFf9Rpzd8ZfGY9XqN8K7cbMC+18NQ6WCkZ//wNZvPiM3q+R9a7FhIXqNf+bvLRzfsFr9/YU9O/Bu0pzB732CTC5+OBGEp52vsyVxwcX3ewUwM5LxQd+6RV6v62at032mBe5i2L3HfSrrJIQx+vbBUgWvliZyNr7UmgYetpgZydh4LlzvMZ5WliZyhjf3ZFpHH77ee4N916NQKFVYGMtoUT3v4YJUKsHTzpxtFx+UaW9yUkYOEiiyYjuwsTu+zpZ8s/cmq06GqF9XKFXsvhpJZo6CZRNblvq+giAIglCcct+0eOPGDd566y3c3d0ZO3YsR44cQalUqoPWzp07q8/t0qXLUxm4Ql7xo2oNGhd53cjUjNZDR2Lr4kqzvgMNfFcVkXdu0rBrT53OtnbWrW8bQExocKHANV/I5Qtc+meXzuMIglC+wuPTeXvTZRrO3kejOfv4319XeaRjEaa0LO1VzyWAn4slo1p6sXNWe5pXtytyjpedOb7OxW8/sMtMZuD9E0Ve90sMxzRX/4yU1KxcXph/grbfHsLazEjfgulPtQuf9mD2wPq8v/UKe689QvFfo9u0bAV/+N9j/uEg9bnnQspWFThboWR6Jx8aedoA4GRlwhvda/HTiMakZ+ey7rTmXuUHb0ZzPya1TPcWBEEQBG3KZeU1IyODjRs3snTpUs6cOQMUTguuVq0aEydOZNKkSdSoUQPpM1D4RyKRMPh/n3Fux1/cOHaErPR0qjVoTJuhI3Gq5g1A14nTcalRk/N7dhATcs8g940JCyE9KRG5sUmxe2olUikNu+kW5ALcPBGg9diN4/60GDBUr3kKgmB4MSlZvLjoJFHJj//f33Q+nJP3Y9k9qyM25tozJNKzc4tdmWvkaUPTanZ42pnhYGlS6JhKpeK7f2+x9Oh9lCUkk9SND8VIVbSokUVuFqNuH2JV/X7FD6BFZFImS47ex8/FkjtRhg2WjGUSFEoViipWi3/8srOMaOnJiaA4jcd/O3yXhQFBuNuY4W5rVub7XXuQxNjW1ZneUUYdVytqueQVfwqLTy+2UNX9mDTcbMxY6B/E9ssRpGbm0t7Xkde718LPpXQFpARBEAQBDBy8nj9/nmXLlrFx40ZSUvJ+KMoPWs3MzBgyZAiTJ0+mW7duz+S+SSNjE9oNH0u74WO1nlOvUzfqderG9u8/5/7Fc2W+581jR3Q6T25kjLlN0ZUTbbIztBdyycnUvciLIAjlZ+2pkEKBa77w+Az+PBOCjZkxh29FYyST0L+ROy80dEP6X6Xg5IxccoqJzq48SOLKf5Vyfzl4l+UTW9DaxwGA5ceDWRxwX6c5phhpD6JeDPJnfe3uZMtNtJ5TkrtRqbjbmvIwUbfVZl1kV7Wo9T9nQ+K5HJ6o9bhCqUKhVHE/No37sWka0371cep+HKfuPw6Uu9Z24rfRTXGxNsXMSEZGjuYA1svOjMmrznL6/uOU9N1XIwm4HcO2me3UQbAgCIIg6MugS56tWrVi6dKlJCcno1KpUKlUtG7dmkWLFhEZGcmff/5J9+7dn8nAVV99X30HN786ZRpDn32nOVmZpCfqnkZWvVET7ccaNtV5HEEQys+ZYvarLg64zyd/B3L4VjT7rkfx+oZLzNpwEeV/S6XOVia42+hWHTY1K5c3N11Wp6muPBGi8xwDHX2INLfXPH/XemUKXCEvODNk4FrVFVcF+El5HcYN58jtGD7bcR1LEzkjWnhqPKdjLUcikjIKBa75UrJy+f1IkIarBEEQBEE35ZKvK5FImDhxIjdv3uTUqVO89NJLWFvrVtjjeWFqacmYL+cy/NNvaN5/MHJjY52uMza3wM2vDi0GDEWRm6Pz/YzNzDGzsdH5/JrNW+FZr0GR182sbfSuWCwIQvmwLSYtODmz6H7WvdcecfhWNJC3qqZrpWHIS9N9Y8MlNp8L16vFjkoi5ZtWE0g0tij0erC1KwsaF95+YCQTDzYNreDKq6u1CdamZUu42n31IQlp2XzUvy4jW3ipe/5KJNC9jjPzRzfl1D3Nac0AJ4s5JgiCIAglKbdqw+vXryc5OZnJkyfTr1+/Z2Jfa3mo1qAR1Ro0omG33pzb+RcPbgaSk5VNepLmVdKBb39I9YZNiAq+x/ld23S+T6MefTAy1n2FQyqVMfTDz7mwazs3/2uV4924Ga0HD8fG2UXncQRBKD8vNvdi3/Uova75dEcg1yOTWHE8hKxc3VfxAHZfi2T3tUi901GDbD2Z1OtjOkZcwTkjgfs27px1rYdSUvhzoW1NBxLSsrkWkazXvATdPErO4v3etVl3JkyvBxAF5ShURKdkUdvCiu9fbMQ7vf24F52Gp50ZXvbmAMW2yrE2E5XqBUEQhNKTqPRpFFqCESNGsHPnTrKz857m56cHOzs7M378eCZNmkS9evWKXCeVSpFIJMyePZvPPvvMUNPRytMzL93pwYMH5X6v0khPTmLj7P+R8LDw/Gq368QLb7yv/n7lWzOIf1j0PRiZmpKTmZdGJ5XJadC1B90mz0Amr5S2voIglKOv99xg6bFg9fcSCbhYmfIo+elMpf1peGP+uvCg0F5LwXDqu1vTxMuWdWfCSnW9TCqhf0NXRrWsRjtfR43nhMen0/nHIxqLeb3fpzYzu5Suv++TqvpnuSAIgmB4Bg1eAWJjY1m1ahXLly/n9u3bj2/0XyDbokULpkyZwqhRo7D5L41VBK9FZaalcuXAP4RcuYCRiSl12nembvvOSAqsYEfevc3Wbz8jKy1N/ZqppRUvfvwlxubmpMTG4uDphYWt7oWaBEF4+lyJiGR74BWs5A4Ma1yPfwIf8f2/typ7WqVib2HM//rUJjgmlcVHg8tUcKisrEzlpGhIv64IRjIJ9ubGRKXo306oOHbmRiyd0IIXF50q81izuvrybu/aGo9tOBvGJ38HqvdJQ17Bp8XjW2AsN0wm1tPwWS4IgiAYlsGD14KOHz/OkiVL2Lp1Kxn/Va/ND2JNTEwYMmQIEydOpE+fPiJ4LaX05CSu+x8kITICe3dP6nfpgZmV2F8sCM8DpUrJLxd/YeOtjWTkZiCVSOnq1ZX/Nf+Ml1bf4FpEUmVP8akkk4KnnTlhcemVEjw7WZnQo64zG86GG3xsU7mUo+93Ze2pEOYfKXvLtoNvd9ba6/dBQjq7rkSSmpVDB18n2tZ0KPP9CnqWPssFQRAE3ZRr8JovKSmJtWvXsnz5cq5cufL45v8FsiqVColEwnvvvcd3331X3tMRH3iCIDwTfr/8O4uuLCryeivXVszvupgt5x+w5lQI92LSNFwtVCUSYEqHGnSv60xLb3sGzD/OrUfa+/A+yVgm0bnFj1wqQQXYmxujUCpJzcpVX2tpIqOTnxPh8RnEp2XTrJotAXdiNBYAA5ja3ptPB9TXeZ6GJD7LBUEQnj8VErwWdP78eZYsWcKmTZvUvWALts5p3rw5kydPZvTo0dja2pbLHMQHniAIT7scRQ5dt3QlKUvz6urmFzZT16FusfsPLU1kpGZp7tX5NCtrf9OK1KqGPZ62ZoxtU43m1R+3FGryxX4S03WrKG8kkzCmVTVWnwot9TzMjWV80r8uTavZkp2rorarFaZGMgCafXmAeC2VqaUS+GVUUwY2di/1vUtLfJYLgiA8fyq8BHCLFi1YsmQJkZGRLF26lNatW6t7wqpUKi5cuMCsWbNwc3NjxIgR7N27t6KnKAiCUOXFZcZpDVwBgpPyijh52Zszq1utIscdLIzZ+FJbhjXzVLc7eVY8LYErwKOkTMyMZcgkEl5dd5EmX+yn8ef70eePJEehYmzr6rha69a3V5P0bAVzdt6g76/HGfT7Cdp+e4hVJ/L+DnWv46z1OqUKPtx6ldSsytkbLAiCIDxfKnzlVZPAwECWLl3Kn3/+SUJC4RYxUqmU3FzDfiiKp7WCIDztshXZdNnUhZQczamlG/tvpL7j43TOI7ejWXc6lKjkLNxtTWnsZUu7mo408bIlKT2Hvy6E8uWe2xrHEqq+aR1q0LuBM8MXnTHouF8NbsDy48EExxafev7rqCYMauJh0HuXRHyWC4IgPH+qRPPVBg0a8Ouvv/Lw4UPWrl1L586d1ceqQGwtCIJQ5RjLjBlee7jGY02dmxYKXFOzctl1+SEBd2K4FpHEvutR/PDvbQb/foKxy04jlcLYNjX0Wu3TfZ5ShrfwNPzAQiHLjgcbPHAF+OHfWyUGroDePYMFQRAEoTSqRPCaz8TEhLFjx3LkyBHu3LnDe++9h7Oz9nQlQRCE59lrTV9jZO2RGEmN1K+1dWvLvC7zCp03a/1Ftl2KIEdDQZ8TQXHM3nGd/229qnFfbFlIJPDpgHr8+GJj1k1rjbtt6dNahcqhrVBTQVIJnAuOZ82pEJIzddunKwgVoUuXLkgkEry9vUt1XBCEqqdKBa8F+fr68v333xMebvhWAYIgCM8CuVTOJ20+4eDwg6zovYK9Q/aypNcSHM0c1efcepSM/+2YYsfZfjmCHZcfGnRubX3s2ft6R8a3qQ7AzchkHiZmGvQe5UVCXkBmaqB+pM86pQq2XHjAZzuu0+VHf64/FC2aysLf3x+JRKL+1apVqxKvOX/+vPr8OXPmaDwn/7gugdr27dsxMTFBIpFgZGTEn3/+qee7EARBKB9V/pNZLpdX9hQEQRCqNHtTe1q6tsTL2qvIsds6tFvRd3eGhLyCTzKJ9jxjuUxKXbe8ntMKpYolR+/rd5NK4udiyflPevBy55pkilTYYpkby4q8Fp+WzTubr2g4Wyitc+fOsW3btgq7359//snw4cPJzs7GxMSELVu2MG7cuAq7vyAIQnGqfPAqCIIglJ6nnZnBx1QBcWnZKIqJegvugYxLzSI6Jcvg8ygPd6JSeXXdRRYH3KvsqRTLpJJXhYc18yA9W3ObpVuPUrj1KLmCZ/Rs++STT1Aoyr+t1aJFi5gwYQIKhQJzc3N27drF4MGDy/2+giAIujLosuaUKVMMORyQl+ayfPlyg48rCILwPGhe3Z4GHtYERlRsMBH4IJGT92LxsjPHycoEC2MZaVqCnarmdHB8ZU+hWCsmteBqeBK/HrpboW2BZBLwdrRgQltvGnrYsPVihNZz057B/sGVwcnJiZiYGG7evMnatWuZNGlSud3rxx9/5P333wfAxsaGPXv20L59+3K7nyAIQmkYNHhdtWoVkmLSyEpLBK/Ptri4ACIebiI7KxprmyZ4eU7EzKxo+qMgCKXzx5hmjFl2hgcJGRV2z/QcJWOW5lW/bexlS/e6zuy8Ellh939a1HOz4kZkyand+cyMZPx1IYK91x7/XsqkEqxN5CRklG+xJEcrE/6c1ho3GzOychXYWxgTn5Zd5Dw7cyMaeFiX61yeF9OnT2fJkiXExsYyZ84cxowZg7GxscHv89lnn/Hll18C4OjoyL59+2jWrJnB7yMIglBW5ZJ3pFKpDPZLeLaFhPzB5StTiInZR1LyJcLDV3L23ABSUm5U9tQE4ZmgVKr4fNeNCg1cn3QlPJE91x7hYmVSaXPQh5FMUi5tgzQZ2bIacj1u5uNkUShwhbw9xeUduAJEJWcx5PeTPErKxEQu491etTWe906v2pjIi+6HfdZkZ+byKDiJ8JvxPApOIluHysz6srKy4sMPPwQgNDSURYsWGXR8lUrFW2+9pQ5c3d3dOXr0qEED1+joaL788ks6duyIi4sLxsbGWFtb07hxY2bMmMH+/fuL/Xnv6tWrzJo1i/r162NjY4OpqSnVq1dn1KhRHDx40GDz1GbPnj2MGDGCGjVqYGZmhqmpKR4eHjRp0oTp06fz119/kZ1d9CGOIAjlo1yqIRkZGTFgwACGDh2KicnT8cOKUPGysqK5H/xbkddzc1MIuvcDTZusqvhJCcIz5sjtaA7diq7saaBQqoh6Sva9jm1dHUsTGQuOlP++1461HOnb0JVdOqxK13ax4m6U7qu05eFRciZLj93n0xfqMaZ1NVysTVh+PJj7MWn4OFkwpX0NetRzqdQ5lre4h6kE+kdw+8wjcgqkRxuZyKjd2pUGXTxwcLc02P1mzpzJzz//zIMHD/j666+ZMmUKlpZlH1+pVPLSSy+ps9tq1KjBoUOHqFGjRpnHzrds2TLeeOMN0tPTC72ek5PD1atXuXr1KosXLyY4OLhIFWSFQsE777zDb7/9ViS4DQsLIywsjE2bNjFmzBiWL1+OqalhW3EpFArGjx/Phg0bihx7+PAhDx8+5MqVKyxbtoy7d+/i6+tr0PsLgqCZQYNXiUSCSqUiNzeX7du34+/vz9ixY5k2bRoNGzY05K2EZ0BcXAAqlebVgvj44ygUmchkoi+kIJTF4SoQuFY2dxtTHibp1qanhqMFw5p58CAhg/ru1lx/WH57hZt62eLjZMm8EU24G5XKrWIqQ0slsGJSc9p/719u89HVsbuPWy91r+tCu5qOxKdn42RpgvEz3l7o8sEwTmwNQtNm45wsBYFHIwg8FkH7Yb406VHNIPc0NTVl9uzZTJ8+nejoaH755Rc++eSTMo2Zm5vL+PHj2bhxIwB169blwIEDeHh4GGLKAPz666+8+eabAJiYmDB58mT69euHh4cHWVlZ3Lp1i/3797Njxw6N10+aNEndoqdt27ZMnjyZmjVrYmNjw927d1m6dCmHDx9m/fr1yGQy1qxZY7C5AyxevFgduNavX5+XX36Z+vXrY29vT2pqKrdv3yYgIICdO3ca9L6CIBTPoMFrWFgYy5cvZ9WqVYSEhBAfH8+CBQtYsGABLVq0YNq0aYwePdogTwyFp59Eov2HnLxjFZS3JwjPMCNZ3v9nDhlJxJnZVPJsKp6VqZw/p7em29wAnc4Pjk1jwIIThV4zM5KSkWPYtjketqZsmdEWyPsz2vt6R7rP8yc4Nl3j+UYyKeEJpe+T62lrxqPkDAzR/cfMOO9Hh6xcBd/9c4vN58JJy1ZgZ27E5PY1eK2bb7nUv6hslw+GceKvoJJPVKE+z1AB7KRJk/jxxx+5c+cOc+fOZebMmdjb25dqrJycHIYOHcquXbsAaNq0Kfv378fR0bGEK3UXGBjIu+++C4CzszMHDhygUaNGhc7JD0hjY2OxsLAodGzdunXqwHXZsmVMnTq10PHmzZszatQo3nvvPebOncvatWuZNm0anTp1Mth7yA/sq1WrxqlTp7Cysip0vEOHDkydOpW0tDRksmc/TV4QqgqDPiL18PDgs88+4/79++zbt48XX3wRIyMjVCoV586dY8aMGbi5uTFlyhROnDhR8oDCM83RsRtSqea0ckeHbshkIuVceLrdfpTCpbAEsiuxX2j/Rm4AdHlwsdLmUCoGqHngZGXC8oktcbcxw8yo9D9cGjpw9XYwZ3BTD3ZdfUhKRg4/7b9Npx+PEKIlcM13ITSh1HtxHyQWH7i29LbFSKbb4IObuAPw4bZrrDwRoq4inZCew7wDd/jl4N3STbIKi3uYmrfiqocTW4OIe5hqkPvL5XK++OILAJKSkvjuu+9KPdbDhw/VgWuTJk04cuSIQQNXgB9++IHc3Lw9wMuWLSsSuBbk6OiImVnhll5fffUVAKNGjSoSuBb0zTff4O7urr6PIT169AjIC5SfDFwLsrCwMHjKsiAI2pVbfk/Pnj3ZvHkzERER/PTTT9SvXx+VSkVaWhqrV6+mU6dO1K1bl59++omYmJiSBxSeOUZGdvjV+pQnV1iNjZ3x9f2gciYlCAYQGJFEn1+O0vuXowz54yTtvjvE5nPhlTKXlt72TGrnzcg7h3FPLfpvrVRZNVuadHh4tUzXj2juydYZbWnkaYOpkYzBTQ2XDllaNZ0s8LQ1IyQund+P3OOtTVdo9Pl+5h8O4kFCRrFtb7Jylfy47zY1ncsnc6mavQU1nUoeu2ttJ8a1qU5EYgZ/X9LcKmfliWAynpK2SLoK9I/QmCpcLBUEBmhvJ6SvESNG0KRJEwAWLFjAw4cPSzVOwVXxO3fucPnyZQPM7jGlUsnu3bsB8PPzY8CAAXpdf/PmTW7dugXAyJEjiz3XyMiItm3zMhgMvSiSn0IdEBDA3bvP3gMZQXhalfvmFAcHB9566y2uXbvGyZMnmTx5MhYWFqhUKm7fvs3777+Pp6cnL774Iv/884+oMPyc8fAYTcuWf+PhMRYnp17U9HmP1q32YG7uXdlTE4RSSUzPZvzyM4X2L8amZvO/bVcJuFM5D+rmDKyPha0VPx77g56hZzHJzUauzKXdw2v8HDAfn8THP2CPa12NMx92p5W3XaXMNV+X8Is4pScUflGlotODS5jklJw+u+XiAzr96E/zLw8wZ+d1GntYYyKv3FTWhLRsHiQWrvqs7yfe3SjDrOQ96dT9OAY0dtN6vKaTBasmt2TFpJYYyaTcfpSMUsvkkzNzeZBQ/Cry0yQ7M5fbZx6V6trbpx8ZrAqxRCLhm2++ASAjI0O9EquvatWqqSsYp6en079/f44ePWqQOQKEhISQkJD3/27nzp31vv7cuXPqr4cMGYJEIin219atW4HHK6WGkr/iGx8fT8OGDRk+fDgrVqzgxo0bKJWVl00jCM+7Cq2s0KZNG5YvX05kZCSLFy+mdevWqFQqcnJy2L59Oy+88AL9+vWryCkJVYC1VQPq1P6CRg0X4u09A2Pj0u3jEYSqYOvFCBLSixYiU6lg+fFgg93nYWIGvx68ywdbr7L2VAipWcX/gOwydgz2WSm8fWkzf+/+iF07P+DTs6txyUggwtJJfd6Axu642JjyUf96ZUq1Las/Gg8lxvyJAFoi4YR7I2xySg6M8p+DpmUrWHUyhA+2B5KVW7kPR+M1/L2oKh4mZjKsmSf2FkV7iBrLpPw2uildajurV+3cbc2KnFfwfKenpC2SLuIj0wpVFdZHTpaChEjDBfJ9+/alY8eOACxfvpygIP1SmfN98803/O9//wMgLS2N/v37c/z4cYPMsWA2XX5Krz6io0tXZO7JisZlNW7cOL755htMTU3Jysrir7/+YurUqdSvXx9HR0dGjRrFgQMHDHpPQRBKVillAS0sLJg+fTqnTp3i2rVrjBkzRt3XNSkpqTKmJAiCYBD3Y7SvjAXHGmbV7MitaLrO9efng3fYeC6cT3dcp9e8AELj0rRe4zBtKjZDhkCBlMFYU2vmtJlCljwvYLEwllHP3Zqdlx+y9lQIAxu707W2M6ZGFf9REZ9fXEqlwi47HuucvM8GhVRGqlXlPuAa2cITa9Ny6TRnEBbG+j90qGZvjquNGeunt6ZlgVX3anbmTG7vXWQLch1X60LnFfRCIzdszYsGwU+rnMyypUBnl/BgSV/ffvstkFcx+LPPPiv1ON999526qFJqaip9+/bl5MmTBpljWeTvlQVYuXIl165d0/mXoX344YcEBwfz888/079/f+zs8v7OJyQksGnTJnr16sWgQYPIzCx9MTVBEPRTqZ+++/fvZ/ny5ezcufOZrEwoCMLzp4ajRTHHyr5fMStXwTtbrpD1RPWdh0mZfLbjOquntNJ4nUQux/3bb3B8+SX2btzP+ltJXHCujUL6ONAZ3aoaXX70Jy4tu9C1dVytim3jUq4kElyzoukRe4RHJs4cduxCnLFD5cyFvMrDw5p7sun8g0qbQ0mWT2zBmeAEDt6M4lqEbg+EJ7XzBvKC0i0z2hEYkcg7W65y+1EKi4/eZ/HR+7Sr6cDCsc2xMTcCYMGYZry89gKXwxPV43Sr48wXgxsY+i1VKiPTsmUgGJsY9ket9u3b079/f/bs2cPGjRvVK6il8eOPP6JUKpk3bx6pqan06dOHffv2qfeRloaT0+NMjtLsyy1YPMrCwoIGDSr375Orqytvvvkmb775JiqVisDAQHbv3s0ff/zBgwcP2LlzJ5988glz586t1HkKwvOiwh+nh4eH8/nnn1OjRg369u3LX3/9RVZWFiqVimbNmvH6669X9JQEQRAM5sXmntj+98P9k6a09y7z+CeCYol/IrjMd/RuDInpmo/lM/b2ZvAHL/HirFH4utkik4CnnRmf9KvLjgthRQJXoPIC1//csfBFBbhmRTM4chfGiqxyu1ethHDG3/yXMbf245USVeT4J/3rcagK987tU9+VNjUdeaNHLV7v7otcx/LE3/97ix/+vaX+/vNdN7j9xJ/7yXtxfPT349UtF2tT/n61PTtebc+CMU3Z/1YnVkxqiaWBg7XKZu9mgZFJ6QJYIxMZdm7mBp4RfP3110gkElQqFR9//HGZxvrpp5/U/VhTUlLo06cPZ86cKfV4NWrUULfxCQjQrUVVQc2bN1d/bahUZkORSCQ0bNiQDz/8kHPnzmFraws8bqsjCEL5q5DgNTc3l7/++os+ffrg4+PDF198QWhoKCqVCltbW2bNmsWlS5c4d+4co0aNqogpCYIglAtbc2PWTmlNbZfHrRUcLIz5flhDutR2LvP4GdnaC4WoVBRZkdWmVz0XqjuYowIeJGTww783icko3wqxugZST1JIZCj/+7gyV2ZQO/WOIaeVR6XilSvb+C3gV8bcPsj4W/tZcuhHxt/8V32Kh60ZY9tUR6mtUtF/ZJWUSSSVwI/DG5Gdq2TyyrNMX3OB3BLmmi8rV8kf/vf4+cAd7kSlcC4kQeN5/157RGxq4YcHjb1seaGRO34u2tuJPM2MTeXUbu1aqmtrt3HFuBxSzBs3bqyuxLtnz54yB3k///yzevEgOTmZ3r17FyqcpA+JRKKuMHznzh11Wx5dNWnShBo1agCwZs0aYmNjSzWP8ubq6krDhg0BquwcBeFZVK7B682bN3nnnXfw8PBg5MiRHDhwAIUi74ejrl278ueff/Lw4UN+++03GjduXJ5TEQRBqDANPW3Y91Yn/n2zI9tmtuPUh90Z2bKaQcZuW9MBY7nmf7rrulnjYq1bv8FX119k/40odcXYYmJig2ntY4+Dpf57IT0zI5DxeIJZWvpDl4lEQo3kotVKx9w+SIPYewC42eT93vao61LsUI29bJCVtiFrGUxu542VqRErTgRz5HbpKlsvOXafh09URC5IoVKxyL90RYKeZg26eDzZ1a1kEmjQufxaNH3xxRfI5XmBcX4V4rL49ddfmTVrFpDXS7ZXr16cP3++VGP973//w8goLwNl2rRpXL2qvfVVbGwsGRmP/85JJBJmz54NQGJiIkOHDiU+Pr7Y+x06dMjgrXLWrFlDdrb2TJbIyEiuXLkCgI+Pj0HvLQiCdgYPXtPT01mxYgXt2rWjQYMG/PLLL8TExKBSqXBzc+Ojjz7i7t27HDp0iDFjxmBi8uxUJBQEQSiojqs1zarZaQ02S8PewpjXuvoWed1IJuGDvnV0GuPGw2ROBMUZbE66On0/nsxs/YrXyJU5tE0onML4wKx8AgLLHM1BW7fwiwDkKJTEpWbR2seBwU20V1G9GJZY4uqsIZkZyZjaoQYf9qsLwPaLpe8tmpGtoLqDRbGr5MuOh/DRtqvEpJRf+nZV4+BuSfthRf+/K077Yb44uJdPX16AWrVqMWXKFKBwhd+ymD9/PjNnzgTyAsdevXpx8eJFvcepW7eueg9odHQ0rVq1YubMmezevZtLly5x+vRp1qxZw7hx46hevTpRUYVT9CdOnMikSZMAOHbsGHXq1OHjjz9m3759XL58mVOnTrFlyxbef/99/Pz86NGjBzdv3izbm3/CxIkT8fDwYOrUqaxYsYLjx49z+fJlDh8+zI8//kibNm1ITk4G4NVXXzXovQVB0M6guSzTp09n8+bNpKamqvu1yuVy+vfvz9SpU+nXrx9SaaUUOBYEQXhmvNa9Fr7Olqw9HUpkUib13Kx5qZMPjb1sdbr+XjEVkcuTQqkiLbvkoE4uleBgArYxt2iWeBnHnMerLllSY9Jl2tu0lJZ7agw1kiM1HssPaq88SKL7vADWTG7FkKYenA9JKNK3NV9Fha5S4OQHXbE0NWLPtUgO34omLL70LUMkQHV7c4a38GTD2XCt560/G86/16PYML0NtV2fzXThJzXpkZc9cWJrUPF/wJK8wDX//PL02WefsWbNGoNWu12wYAEKhYLFixeTkJBAz549OXjwIE2bNtVrnNdffx1jY2PeeustMjMzWbhwIQsXLtT5+uXLl+Pl5cW3335LTEwM33zzjdYVZolEgpWV4f8exsbGsmLFClasWKH1vm+//bY64BcEofwZNHhdvny5+ms/Pz+mTJnCpEmTcHYu+z4v4fmRnHyNoKAfyMyKwNzcl1q+H2JhUaOypyUIVUrfhm70behWqmuLq4iMSgmS/x4yqlSFWutUBG97M3bM6oi1mZzZ34VhEvc40E6U23DAqdvj+RlQi6hbWo9dcXq84paYnsOIxafI1HFvcWlIJTC9Y14a4vqzYaRkal+tVgJyqZTxy89w+n7xqZW6aOBhjVQq4YtBDTh0K5roZO2rq/Fp2Xy+6zrrp7cp832fFk16VMOrnj2BARHcPv2oUP9XIxMZtdu40qCzR7muuBbk4eHBrFmzDFrpViKRsHDhQpRKJUuXLiU+Pp4ePXpw+PBhvbd4zZgxg4EDB7Jw4UL27dvHvXv3SEpKwsLCgho1atC+fXtGjBiBt7d3kWulUilffPEFU6dOZcmSJRw+fJigoCASExMxNjbG1dWVevXq0blzZ4YOHWrw1N3r16/zzz//cOLECYKCgoiKiiI+Ph5TU1O8vb3p0KED06ZNK1RgShCE8idRqZ7s3lZ6UqkUiUSCXC6ndu3aBhlTIpGo9xQYiqenJwAPHlTdVgfPq6B7cwkNffLJrIQG9X/FxaV/pcxJEJ5FIxaf4mxw0WBHrsild+gZWj+6yV6ftpx2rV/hc2tX0wFfZ0vWnApFrszBJSuaXKmcKGPncgum7TKT+c3/VxwzC7eWCbVy4Y3Or5Mlr7gtLq287fhpRBNcrE2JSMxgwPxjpGZpLqblYGHMzK6+fLn7hkHu3bqGHauntMbUSMY3e2+y5Oj9Eq+59GlP7Cwqvq9rZX+WZ2fmkhCZTnZWLsYmcuzczMulOJMgCILwWLkEr4aiUqmQSCTqIk+GUtkfeEJRyclXuXnrI1JTNe9ZkcnM6dLZ8A3IBeF5FZeaxVubL3P0juYqmR87xDNkWGem/xvOpbDEip1cJXFKT2D07YO0eXQdhUTGMY9GbPTrQbJJMSvV5cjewphxrasx/3CQ1izVmk4W2JobcyFUc3VgmVSCQs/9ty939uHDvnWJTMrghd+Oa2yfVNC5j3vgZFXx9SvEZ7kgCMLzx+DBq6GJ4PXZl5UVw+kzvcjNTS72vGbNNmJn27KCZiUIz75/AyOZ8afmYiw1nSw49E4XAEYuOcUZA6SkVkX2Fka817sOX+6+QXp2+bYKKg8ySV6QG5OqOcCs4WhBcGyaXmPaWxhz8dOeANyPSeW7f2+x/3rRnreQ1yZnx6vt9Zu0gYjPckEQhOePQfNbgoODDTmc8Jx4+HBjiYErQMSD9djatDDo6r4gPM+CorUXbrofk0ZsahY5uUpMDVgtuaoxlcsY3MSD/o3cCLgdzbWIZE7ciyUsLp3UzNwKK7xUWgoVWgNXAGOZ/n92CemPx/NxsuSXkU34319X2XW1cEErMyMZn/avq/f4giAIglBaBg1eq1evbsjhhOdEWppuPQOjoneSmHSBJo2XYWnpV86zEoRn34ME7f08VUCLrw5W3GQqycOkTNadCWVaRx8GNPbgcngS1yNKfpj2tLgdlaL3NbWcLFl27D7VHSxwtzVl0spzhdriGMkk9K7vyps9/PB1rpjCRIIgCIIABg5eBaE0zMy8dD43KyuCK1em0rbtYaRSo3KclSA824Jj09h2UaRbAuy7/ohpHX14lJTJ6pMhlT2dSncnOpWv9uTVHzCWSclWFK6snKNQER6fLgJXQRAEocI9u7lgwlPD3X0UUqmpzudnZj0kNvZQOc5IEJ59S47eI1tRdZJiKzM1Ob/yw9mQeHL1LG70rHsycM135UFSpfULFgRBEJ5fBl15DQsL0/samUyGra0tFhaVU81RqHxmZp40ariIm7c+JCsrsuQLgLi4Yzg79ynnmQnCs+tciObqtJUlV6mkmr05YfHpFX7v3vVdAbASbU70Ulz/WUEQBEEoDwb9pPb29i51MR1LS0vatGnD0KFDmTx5MsbGFd8zTqg8Dg4dad8ugNt3viAi4s8Sz09MPFMBsxKEZ5ededVKu89Vwk/DGzNxxVnScyqu6q+VqZyxbaoB0MHXEWcrE6IL7O/Uh6lcSmauEglU+UJPZWVvYUxdN6vKnoYgCILwnCmXPC2VSqX3r5SUFA4ePMjMmTPx8/Pj3Llz5TE1oQp7ELGOqKhdOp2bnhFMbq5IWROE0hreQve95mXRv6GrzueuPhVC02q25TcZDbJzlZgb5z3HNZJJ+V+fOqUeS6lSYWdu9NQGrnKp7g+f3+xRCxO5rBxnIwiCIAhFGTx4LUvb2PxANiwsjC5dunD58mXDTUyo0iIjt3Lnzufk5ibpdL5UaoJUKlbnBaG0hjf3ZHQr/QLYGg7mep1vaSLn22GNaF7dTqfzAyOSqOdurdc9yiorV8mGs4+3vASevsL4G/8w4fpeegWf1musbIWKhPQcQ09Rb98OaYC3nn9WAIOauGt8vWc9Z5pVs8XO3IgW1e1YOLYZE9p6l3GWgiAIgqA/g6YNK5WaCzsUJzc3l5SUFO7evUtAQACLFy/m/v37ZGRkMGbMGK5fvy76ej4H7t//Ra/zXVwGiOBVEMpAIpHw7dBGTGpXgymrzhGRqLltThMvW1ZOaolEAnKZlI7fH9YpQJMAf4xthrWpEb+MbMKEFWcJjk0r9pochapSCiZ9+ncg/Rq6obp0ntAT5/Gv2xul5OmtZ7j5wgOqO5iTlJGjczBtIpfy1eAGNKtux9Kj9wmJS8fD1ozJ7b2Z2qGG+BwWBEEQqgSJqixLpeUgMzOTcePGsW3bNiQSCX/99RdDhgwx6D08PT0BePBAtImobApFFrduf8ajR3/pfI2VZX2aNl2NkZFuqzmCIBTv813XWXkiROOxd3r58Vq3WgCMWXqak/fidBrTxkyOQqnCxdqU0a2q0bqGPUP+OFlscGplKkelgtSsii8ENKmdN5k7t7PRsWmF37uq+HVUEwY18QAgV6FELqvaAbz4LBcEQXj+VLlPJlNTU9asWYOTkxMAu3bptgdSeDrdvfulzoGrk1MvGjVcRMuW20XgKggGNKV9DcyMNH8cXApLQKVScSE0XufAFSApI5fULAX3YtL4as/NEgNXyKteWxmBK8DZMzfYblu/3O9jZSrHSFY1VzEfJmaqv67qgasgCILwfKqSn07m5uaMHDkSlUrFmTOiquyzKicnmchH23Q+383tRZyceiKRiCIhgmBINuZG5Gjp+Xr4Vgz7rj/i6gPd9qNrU9X7p95QmJMlN/xWBKkEnKxM8LA1Y1ybavzzRkeaeNka/D6GUNH7jQVBEARBX1W2qV3TpnmpW1FRUZU8E6G8ZGVFolTq1pJCLrfF3q5DOc9IEJ4faVm5rDsTyv7rUcSmZhUbXL6+4ZI6dVjQT2NPWyxN5LSsYc8rXWpiJJMSl5pd6vF0acNjk5XC0KCjtIi6RbZMToBHU/bUaEeOTPtHfgMPazrVciz1vARBEAShIlTZ4NXaOu8JcEpKSiXPRCgvpqbuSKWmKJWZxZ4nkRhTr+63yGQmFTQzQXi2pWfnMnrpaZ1XU7MVKhYF3EMuzevH+jSSSyX0rOeC/+0YMiqwj+yl8EQAjgXF8od/ECsmtuR+CYWrilNS4GqbmcLPR3/DNT1B/VqdhHBaRt3i03bTNBaiauBhzerJrURRJkEQBKHKq5JpwwCpqXk9PC0sLCp5JkJ5kcutcHcbrvGYTGaBnV17qld/hTat/8XJqVcFz04Qnl2bzoXrnQaclq2otMDVEDFVrlLFvuuPaOFtR0MPm7IPqEEDD2v8XCzxddb8uZWZo2TmuovI9Oinqq+hQQGFAtd8zWLu0DryhsZr3urhh4OleDgoCIIgVH1VNngNDAwEUBduEp5NtWp9hIfHGHXbG4lEhovzC3Rof5JmTdfgW/NdzM2rV/IsBeHZcuhmdGVPQS+GqomvVMGxu7E4Whpz5N0u7JzVngYGDGRjU7Jp4GFDRrb2ld3EjJxy3fPaIvpWkddy/1ttbRl1s8gxL3szutR2Vn//MDGDkNi0MvVsFwRBEITyUiXThnNzc/nrr7+QSCS0aNGisqcjlCOp1Jg6tb+kps/bpKeHYmrqgYmJeGAhCOVJXkWr3VaUI7dj+Li/ikaetrzRvRYvrT1vkAD5UXIm2y5GlHheEy8bYlKyCItPL/tNn5Ajffyx7u/RhE1+3QmxccMuMxmfpIeFzvVxsmDxuObIpBJuPUrm4+2BXAjNW7X1cbTg4/516V7XxeBzFARBEITSqpLB67vvvktoaCgSiYQ+ffpU9nSECmBkZIeNjWh/IwgVoV8DN/xvx1T2NCrVgPnHqOFkQWNPW7rXceZgBa5GrzkVypLxzZm25gIKA1dhDvBogl/iAw5Ua8G8ZqPUryeYWnPB1Jp6blbM7OqLk6UJrWrYI5FISEjLZuzSM8SlPS4kdT82jZfXXuCvV9pV2erIgiAIwvOnyqQNx8XF8ddff9GpUyfmz5+PRCLB1dWVUaNGlXyxIAiCoLMhzTyo42pZKfeu725dJfqcZuQoufEwhQ1nwys0cAXIUaj4YvdNgweuALt82nPRsSbra/fUePzmoxQaetjQ2sdBXaBpy4XwQoFrvlyliuXHgw0+R6F4/v7+SCQSnX916dKlxDEfPnzIL7/8wgsvvICPjw/W1taYmJjg4uJC27ZtefPNNzl27JjO6eJxcXEsXLiQESNG4Ofnh4ODA0ZGRtjZ2eHn58fw4cOZN28eISEhxY4zadIkre/L0tISb29vBg0axIoVK8jMLL64I8C1a9eYP38+EydOpHnz5nh5eWFubo6ZmRleXl688MILLF++XKexnrRy5cpC8zt//rzeY1SmJ39/V69erdN1Bw8eLHLto0ePynm2gqCdRGXAjS0+Pj56X5Obm0tycnKhqsIqlQqpVMrevXvp1cvwhXo8PT0BePDggcHHFgRBeBokpmfT6ptDZBdThUkmkaAw4N5HqQROfdgdU7mMG5FJzFp/SWPQVFVIgaexuLJEqUAl1d4P+9dRTRjUxEP9/dubL2tNd/ZzsWT/W50NPkdDeFY/y/39/enatavO53fu3Bl/f3+NxzIyMvj4449ZuHChTgFb/fr1+eGHH+jXr5/G49nZ2cyZM4f58+erC2uWpEePHnzxxRe0bdu2yLFJkybpHET5+fnx999/U7duXa3nDB48mB07dpQ4Vs2aNdm6dSuNGzfW6d4AnTp14tixY+rvX331VRYsWKDz9ZXtyWriXbp04ciRIyVeN3bsWNavX1/otcjISFxdXQ06P0GzVatWMXnyZACOHDmi08OqZ51B04ZDQkJKVWr/yfjZwsKCFStWlEvgKgiCIICtuTFzBtTjo+2BWs9xsDAiugw9SZ+kVMH5kAT6N3Jj0znNq31ViamRFD9Xay7/1+7maVFc4ArgYFG4srCXnbnWc7NzlSiVKqTlWCFZ0G7QoEF89dVXxZ6jrStDZGQkAwcOVK8QmpiYMGLECHr06IG3tzeWlpZER0dz/fp1du3aRUBAANevX+ejjz7SGLxGRUUxePBgTp8+DYCRkRGDBw+me/fu1KpVCzs7O1JSUoiMjOTYsWPs3buX4OBgDh48iEwm499//y32faxYsYKWLVuqv3/48CHXrl3jxx9/JCoqijt37tCnTx9u3Lih9T3L5XLatGlD27ZtadCgAa6urri4uJCcnExISAjr1q3j0KFD3Lt3j+7duxMYGKhTEBYUFKQOXK2srEhJSWH9+vX89NNPmJg8XZW6zczMyMjIICAggJCQELy9vbWem5SUxPbt2wtdJwiVzeB7XsuykOvj48OQIUN46623cHd3N+CsBEEQhIKCY9O4GZmCkUxCjkLzv9uGDFzz3YhMon8jN/69XvXTztrXcmJs62pMWnmuQu9rZiQlI6d81nwdLY0JjkvF2doEPxcrAEa29GLx0XtkarhnSFw6P+6/zf/61CmX+QjFs7W1pUGDBnpfl52dzaBBg9SBa5cuXVizZg1eXl5Fzu3Tpw/vvPMOFy5c4O233yYpqWgbrezs7EKBa+fOnVm9ejXVq2vuBjBy5EiUSiXbtm3jk08+0WnONWrUKPReGzRoQK9evZg2bRpt2rTh1q1bhIWFsWzZMt544w2NY2zcuBG5XPuPtpMnT2bu3Lm89957xMXFMXfuXObOnVvi3FatWgWATCZjwYIFTJw4kYSEBHbs2MGIESN0en/FyV/4WblyJZMmTSrzeMVp164d165dIzo6mjVr1vDZZ59pPXfTpk1kZGRgZmZGnz591IGsIFQmgwavuqQfPEkmk2FjY4ObmxuOjo6GnI4gCIKgwaWwBMYtO0NaMS1dyoubjRmA1oC5wqlUWhvJHrgRxd2oFKQSUCq1n2do5RW4SiUQm5rNp39fB+CFRm78PLIJ7rZmfDe0EW9uuqzxurWnQpnV1RcLkypZ41HQYM6cOZw7l/fQpVOnTuzbtw9jY+Nir2nevDmHDx9m3bp1GsfLD1y7dOnC/v37MTIyKnY8qVTKiy++SP/+/dm1a1cp3wnY2NjwwQcfqIO6ffv2aQ1eiwtc87355pvMmTOHtLQ0AgICSjxfqVSyZs0aAHr16sW4ceP46KOPiIiIYOXKlQYJXiuSXC5n7Nix/Pzzz6xZs4ZPP/1Ua9bkypUrARgyZEiJf96CUFEMWrCpc+fOev/q0KEDDRs2FIGrIAhCBfl6z81KCVytTeUMbOLOZ38HlkuxotKQqFSYKnOo62qFibzoR2JIXDpVZKpFOFgY42RZfECSz1QuLfI+dl+NZMHhIADsLbSPk5qVS2ic4dv6PO2yMzOIvHub0KuXibx7m+zMqpFSmZCQoN6LaWxszJo1a0oMXPPJZDImTJhQ6LX4+Hjmz58P5KUer127Vq9AxszMrMwBXsG2iWFhYWUaSy6XY2aW9xBNl33ABw8eJDw8HIAJEyYglUoZP348APv37yciouT2WFVN/oOAe/fuFdrHW9Dt27fVDyz0WQ1WKpWsW7eOAQMG4O7ujomJCfb29rRs2ZLZs2cTGxtb7PXe3t6FCpFFRUXxwQcfUKdOHczNzbG1taVDhw6sWLECpbLkB30pKSn88MMPdOjQAScnJ4yNjXF1daVnz54sWrSInJwcnd5XSkoK8+bNo2fPnri5uWFiYoKFhQX16tVj4sSJbN++XT1WVlYWjo6OSCQSOnXqpNP4tWvXRiKRUKNGDVQqlbpwW/5+V4CuXbsWKZ41Z84cjeNFRUUxZ84c2rRpU+h99+7dm+XLl5Obm1vsfK5evcrMmTNp0KABVlZWGBkZ4ezsTL169XjxxRdZsmRJiX+W5UU8RhUEQXiOJKXncP6/Xp4VrVMtJxLTsll7JrRS7q+JSiolEyk3H6UUf2IFrbrqoqaTBW/28KNvA1e+2XuLFSe0VwR2tDSmZz0XNpwN13h8w9kw3urph7utmdYx5FIJLtZP176+8hQbHsrlfXu4cewIOQUCViNTM+p17EqT3v1x9NKcTlsRNm3apC6COWzYMK2pvbravHmzujjTiBEj1IWyKpJMJtP4dWns379f/UN3ccWf8uWvPtrY2DB48GAgL4j97rvv1KuyH374YZnmVNEaNWpE06ZNuXTpEqtXr9YYYOW/by8vL7p3765xRf5JUVFRDBw4kLNnzxZ6PTs7m/Pnz3P+/Hl++eUXNmzYoLUoWEGnT59m8ODBREVFqV/LyMjgxIkTnDhxgoMHDxYpJlXS9fnzjIqK4uDBg/zyyy/s2bOHmjVrah1n9+7dTJw4kfj4+CLv6+bNm9y8eZM1a9aoCyqZmJgwceJE5s2bx7Fjx7hz5w5+fn5axw8ICODOnTsATJs2rVT1gwpas2YNM2fOJC0trdDrUVFR7N+/n/3797NgwQJ27typcSvBggULePPNN1EoCj/kjomJISYmhps3b7J161akUinTpk0r01xLo8q0yhEEQRDKn0RaeXHY7muRdPrRHwMWMK48KhVGCt2e2BtSn/qu7H2jI/0aurHseDB7rz3Uem5jT2tOftAdbwfNxW0AYlKzAPB1tqRdTQeN5/Rr6IaDpQheAS7s+ZvV783iyoG9hQJXgJzMDK4c2Mvq92ZxYc/flTNBCm/hGjBggEHH69+/f5nHK40bN26ov65Ro4be1ycmJnL16lU+/vhjhg4dCuTtM3377beLvS4hIYG///4bgOHDh2NqagrkBb35xaXy98M+bfJXU7ds2UJ6euHMCoVCwdq1awEYP348UmnJ4UJGRgY9evRQB65t27Zl3bp1nD9/ngMHDvDKK68gk8lITk5m0KBBHD9+vNjx8guOKRQKvv76a44dO8b58+dZuHAhbm5uAGzYsEHr7/+tW7fo0aOHOnAdM2YMu3fv5sKFC2zdupU+ffoAeSvMnTt3Ji4uTuM427dvZ9CgQcTHxyOVShkzZgxbtmzh3LlznD59mj///JOpU6dia2tb6LqXXnpJ/fWyZcuKfa/5x2UymXqltWXLlly7dq1QwbYVK1Zw7dq1Qr9mzpxZZKyJEyeSlpZG9erV+eGHH9izZw8XLlxg9+7dTJ06FalUyuXLl+nTp0+RquHXrl3jjTfeQKFQ4OjoyKeffsq+ffu4cOECp06dYsOGDbzxxhvFFvoqb2LlVRAE4TlibWpEB19Hjt0tmu4jAZ6MK61N5Qxu6sGaU1VntbRKkEhwyEjikYVDuT8N6ODrQN+GbjSrZkddN2sA3ttyhS0Xim8RE/ggibSMLBp72Wo9p5Hn42O/jmrKzHUXOBfyeGW+a20nvh6if8GgZ9GFPX/jv6b4H0IBUKnU5zXvP7hM90xMTCQwUHtFcGNj4yIrOpcvX1Z/3bx58zLdvzzG05dCoeDnn39Wfz9y5EidrnvhhRfYs2ePxmNGRkYsWLCANm3aFDvGhg0b1KnFEydOLHRs4sSJnDt3jjt37nDixAnat2+v07yqijFjxvDuu++SkpLC1q1b1anQkLc6/fBh3oMxXVOGv/nmG/Xf1dGjR/Pnn38WCnp79OhBnz59GDJkCLm5uUyaNInbt29rXUm/c+cOXl5enDhxotDqYPPmzenWrRuNGjUiKyuL3377TeMcp0+frl55XLhwITNmzFAfa9asGUOHDuW9995j7ty5RERE8M477xQJhGNiYpg4cSJKpRJzc3N27dpFt27dCp3TunVrxo4dyy+//FIoBbl27dp06dIFf39/1qxZw9dff60x3T4xMZGtW7cCeQ+H8gvWWlhY0KBBg0L9hJ8savake/fu8dprrwEwZcoUFi1aVOSe/fv3Z+DAgQwZMoQbN24wb968QkW7tmzZok7HPnToEI0aNSp0fZs2bRg1ahTz5s0jOTlZ61zKk1h5FQRBeM7MHlAPxyf2SsqkEj55oS6Dm7hjLJcik0roWc+Fra+044tBDajvnhc0meRmMfL2IeYf+Zk/Ds9l0o29WGelabrNM++RpWOFLGNbmxkxtnV1deD6b+CjEgNXAAUS7n7yOa1r2NO6hn2R4xIJvN7NV/29k5UJW2a0Y/drHfhjbDP2v9WJlZNbYWUqCrXEhofiv3a5Xtf4r11ObHjZHvrs2LGDhg0bav2lqaVgwX1oLi4uZbr/k+M5OTlpPS8nJ4fAwECtv55MYSxJZGQk+/bto0OHDupVui5dupR5/+ywYcO4ceNGoZUxbfJTZ318fOjQoUOhY6NHj1bvJc4/72ni6OjICy+8AFCk125+ENeuXTtq1apV4lg5OTksXLgQAGdnZxYvXqxxtXbgwIHqNNN79+6VWMhr/vz5GtNa/fz8GDRoEJD3cOXJIOrixYvqvzN9+vQpFLgW9O2331KvXj0A1q9fT3R0dJH756fgf/fdd0UC14IsLS2xs7Mr9NrLL78M5KXranuv69atU7cgmj59utbxdfHjjz+SmZlJ9erVWbhwoda96QMHDlRnIDy5KvzoUV4nADs7uyKBa0FSqbTIanNFEcGrIAjCc8bX2Yp/3+zEe71r06e+K5PaebP7tQ5M7eDDL6OacvvLPtz9qi9LJ7Sg1n/tVD59oR6WUiXfnFzCpJv/4JsUQY3kR4y8c5ifjs7HMlsU9Ckv1R0e92H9wz+IGX9e0Ok65/R4LPbtJO34CZZNbMG4NtWwMM5b5ajjasXCsc3pXrdocNPAw4Z+Dd3UrXQEuLxvD3rnu6tUXN6/t3wmVIyCP8hbWlpW2HgRERHFBtr51Y+1ebIYjbu7O3369OH06dOYmJjw0ksvsWfPHp33vP7xxx/q1MqTJ0+yZMkS2rVrx9atW5kwYQJXr14t9vrAwED1qteTRawA7O3t1cHf5s2bi6TePg3yVyyPHDmiLkqV3wKo4PGSXLhwQZ12O3r0aKystP/bUTDNdf/+/VrPs7a2LjbtPT9tW6VSERxceN9/wXHzA0hN5HK5+iFGTk4O/v7+hY7v3LlTPZfSBJZDhw5VP/DRljq8fHneQzEPDw/69u2r9z0Kyk9xHzx4cIlF2jp37gxAeHi4+s8+fx6Q9/dg27ZtZZpPeRHBqyAIwnPI0dKEV7v6smh8c+YMrK9e1YO8vWBSaeEVxTY+DvxVO5V68UVXkjzTYhlw/0S5zxlApsNCZ/eQM8iUFV9Nubws9L/P+OVnuP4wiR/33db5unE39yNFRcrhQ1iZGvHV4IZcmd2L65/35t83O9GngWs5zvrZkZ2ZwY1j+rcCBLhx9HCZqhBPnDgRlUql9VdISEiRawoGDk/uZysNQ49XGk2aNOGdd97B3Ny85JP/U61aNRo0aECDBg1o27Yt06dP58SJE3z22WecOnWKdu3aFdviMX81VSKRFEqpLSg/lTglJYW//vpL61hdunQpUiW24K98kydPLvY8TX/eZdGvXz+cnZ1RKpXq1dcNGzaQlZWFmZmZzina165dU3/dtm3bYs9t1KiR+iFIcQ8Q/Pz8it1ra2//OJvkyZVXfebTrl079dcF55Obm6sep3Xr1ur9zvowNjYu1OKpYJAIeUH/pUuXgLw037IUIwsLC1Pv7/3111+L/XskkUjU6cXweLUVYOzYsZiY5NU4GDZsGJ07d2bevHmcOXNGp+rcFUEEr4IgCIJOrK5oXzlpEX1LpzHMczLwSSw55VWbN3tqr9iYT4oEhbRsFUnLQiqhSNsdTzsz5g5vxMwuPqUa89jdWP7311WdFv/kylxmXt5Kz/C8VSNJgd8LuUxaqF9reHw6F0LjScqo+OJTT4u48LAixZl0lZOZQdyDsrV20VfB1oNPVlkt63hPplUW5O3tXSS4nj17ts73KViM5vz582zfvp2RI0cikUg4c+YMHTt25P79+2V6LwCff/45LVu2JC0tjalTpxapqAp5gcuff/4JQPv27fHx0fz/bd++fdUra09j6nB+z1dA3cu2YG9Xa2trrdcWVLDYkatr8Q/FJBKJOp1dW5EkyNvzWZyCge2Tf4b540qlUpydnYsdJ7/405PziYuLU+/9zN+HWhovvfQSEokEpVLJihUrCh1bunSpep5Tp04t9T2g+P83S1Iwa8DX15ft27er/xyPHj3KO++8Q5s2bbC1taVHjx6sXLlS5xZD5UEUbBIEQRB0IjHR/uQ5W/Z4b42VqZw+DfLSkQNux/DDf6uFfYJP88q1v8mWyXmr0+s8sCr+h4oi9wfulNTSBpCqSu79p238/NjQSCYhR1G6sshKFWTlKmlWzZZpHX1wsTahWTU7JBIJM9bqlvKryY1I3Ypj5ErlnHGrz4CQUwBY9e7F9ksP2HA2nNiULJp42TK8hReLAu5x9G4MKhWYGkmZ0NabD/rUKbLq/rzLzihb/9ayXq+vJk2acPfuXSBvZae4Fh26aNy4caHxdNkDWRpPFqNp3rw5gwcPpmvXrsyYMYPo6GjGjh3LiRMndKp+W5zBgwdz7tw5goODOXv2bJHVuT179qiDgePHj+vUuiQgIIDg4GCN1ZBXrlxZ7J7fhg0bAvDVV1+p93Jqkp/SaUiTJk3i559/5u7duyxZskSdKq1Pb1dBO19fX7p168ahQ4dYuXIln376KVKplPT0dDZs2ABAz549y9zSqmDf1pkzZ/LKK6/ofO2Tf2f79u3L/fv32bZtG3v37uX48eOEhYWRlZXFoUOHOHToED/88AO7d+8utsVQeRHBqyAIgqAT6/79Sdq+XeOx5pNG8EuzJjhbm9DWx0H9w943e28CMPrWfsbf2o8EMFbmMvfYArb5duaUWwMUdg48zNX+cSRX5JArM0IF7LoaWeI899Vog3VWKskm+u33Kxiq5ihUWJnKycpRkF3KIPZiWCLXHyaRnWtFrkJFQw8bgmNLX9xKqcc0Ljr7kWxkTrXB/ZkXbcny41fUx+7HpvH35YhC42XmKFly9D4WxnLe6FE+wcnTythMew/cirheX127dmXLli1A3p690aNHl3m8/JTYPXv2MGrUqDLPUR8vv/wy+/btY/v27Zw+fZo1a9aUObAquJocEhJSJHh9coVMFyqVilWrVvH5558XOaZrex8PD49iq8mWh4I9X9944w3gcW9XXTk4PG6zVTAFVROVSqXOCCh4nSHlj6tUKomOji62cFnB+Racj4ODA1KpFKVSqa68XFovv/wyhw4dIjQ0lAMHDtC7d282b96sTncua6EmKPx3Gijz3yMzMzPGjh2rXpkPDw9n3759LFmyhHPnznHr1i1GjhxZqBpyRRFpw4IgCIJOLDu0x3Z00R9cLbt1o9bE0Qxu6kG7mo6FViluRiZTOz5UHbjms8lOZ/KNf1hy6Ede91+q/aYqFX1CztDv/km95ppsYlnmIlIpmbl6BYya/H7kHm9uuszIJadp/tVBbkeVvHKsjb2FMQMauZV8IqCSSHGaO5fctz5g5YngIse1va81p0LIVZRu5fpZ5eBVDSPT0gWgRqZmOHhWM/CMijdy5Ej1nsJt27aVeZ/kyJEj1SmcW7Zs4cGD0qf9l9YPP/yAXJ73gOuzzz4jOzu7TONFRESov36yCFVUVBR79+YV2urcuTMbNmwo8VfdunWBvKq9qqewkXX+w4D8PY269nbNV7Aq7enTp4s999q1a+q9040bN9Zzpoafz8mTjz9bCs5HLperxynrfs/BgwerA+j8wk35/3V2dmbgwIFar9Vl1R/yKmLnVzsuqYduaXh5eTFt2jROnTqlbgt14cIFgoKCDH6vkojgVRAEQdCZ2+zZVF+7BruxY7EdORKvxYvwXDAfiVyOSqUiNy4OZVYWAEqlioS0HPqGnKG4j1+7rGICOomE3TU7cNHFT+9qr8a5ZfsBFyC3rNFrARk5ZSsiNaurL7+Oasq3QxvS0tuOWs6WyLSk+NZxtcKnd1eO3o3RKwCPS8sW+1+fYGxqRr2OXUt1bb1O3TAuZeBbWvb29syaNQuA7OxsJk6cqHOwp1AoWLt2baHXHBwcePXVVwHIyspi/PjxFb7fzdfXl3HjxgF5K0D5FVpLQ6FQFCqulJ+ym+/PP/9Up2DOmDGDUaNGlfgrv6BTaGgohw8fLvXcKsvYsWOxsrLCxMQEU1NTvVe2mzVrpl7527BhQ7GFvfJb6gAaWz0ZQsFxlyxZovU8hUKh3ndqbGxMly5dCh3PT+FOTk5Wn1caRkZGTJ48GcjLhjh27BgnTuQVOZw0aZLWljaQtwKaL+u/z1ZNpFKpOgi+evUqBw8eLPV8iyOTyQq1DCrYSquiiOBVEARBACDj+nXi168nef9+VMX8sGvesiWun36C2+dzsOzcGYlUSuL2v7nXuw9323fgTpu2RH76Gar0dEzkUuwzk4q9723bklemHlno31M1W158qwB9GClysMlK0b9digHIpfBOLz9a+9jz5qbLLAq4B8CMzjV5W0MBK7lUwgd96wBgZqRf4SoHC2NszERf1yc16d1f/56+EglNevUrnwmVYM6cOepWIkePHqVPnz4lrpheunSJ7t2789NPPxU59sUXX6jH8/f3p2fPnjqt6MbHx+s/eS0++eQT9errt99+WyQgv3LlCseOHSt2jNzcXF5//XVu3LgB5FUB9vb2LnROfsEic3PzYlu1FDR8+PAi1z9NHBwcSE5OJjMzk4yMDL33NRsZGan3WEZFRTFz5kyNK9B79uxRB5M1a9ZUtxoytKZNm9KxY0cA9u7dq7VNzccff0xgYCAAY8aMKdLHeNasWdjY2ADwwQcfFFudOjU1lYSEBK3Hp0+fjkQiITs7u1AV5/y+t9oULChV0irnRx99pG6RM2HChEJVlzW5ffs2mzZtKvTa9u3biy2klZOTw6FDh4C8VeEn//+pCGLPqyAIwnNOmZlJxJtvkVqgx53MyRGv33/HrJgm5fmSdu4k8sMP1d+rMjJI3LKF7AfhDOz/JkFXPWkZrbnFS6bMiK21Opf5PWjSwMOGKw9TsMjJJNbMGiT6Pa+1NJGjSE1leuAuuj64iKkih0hze5bXf4ETHiX/vhjCa11r8lbP2pwPTWDoHyfJys1L6Q2NS+dcSALTOtRg0bhmzD8cxO1HKeQqVeQqVczeeZ0vB0noUc8Fc2MZ6dm6rfpOaOuNXCaeaz/J0as6XcZPxX+N5h+CNekyfiqOXmUrwlJaJiYm7Nixg4EDB3L+/HmOHDlCrVq1GDFihLo4jKWlJTExMVy/fp09e/Zw+PBhVCqVxlTO/PEGDRrEuXPnCAgIwM/Pj8GDB9OjRw9q1aqFnZ0dOTk5REVFcfnyZf7++28uXHhcoMysjHt/a9asybhx41i1ahXh4eGsWLGCGTNmqI8HBwczZMgQmjRpwqBBg2jWrBkuLi6YmJgQGxvLhQsXWLVqFbdu5VVGt7Oz448//ih0j3PnznH9+nUgr41MSRVv8/n6+qr3jW7bto3k5GSdK/U+Kz766CO2b99OYGAga9eu5d69e8yaNQs/Pz8SExPZvn07ixYtQqlUIpfLWbVqVZlaw5Rk6dKlNG/enLS0NKZPn05AQACjR4/G1dWV0NBQli5dyj///APk7TWeO3dukTEcHR1ZtWoVQ4cOJT09nZ49ezJq1CiGDBmCt7c3CoWC4OBgDh8+zJYtW9i2bVuR1dt8Pj4+9OzZk/379xMZmVe7oUuXLiU+KGjWrBnm5uakp6fzww8/4OLiQp06ddQPchwdHdWr3n5+fixevJjJkycTGRlJy5YtGTduHP369aNatWqoVCqio6O5cuUKe/bsciES/gAAfWxJREFU4dSpU4wZM6ZQMP3rr78yZswYevfuTbdu3ahfvz729vakpaVx584dli5dqk7FHjZsWInVpcuDCF4FQRCeczG//FoocAVQxMQS/uqr1Dp0CEkJzc5jF2tOy0o/dZq3Xs7h1ZY9SQo5hU12OpHm9jhmJmGkVHDFsSar6vUj1Fq3fZyatPVxIDY1i7vRhdPU6lqq+DzkH7IOHcBIqeCRuR0/NhvNDceiLS+McrPJeWKV1svOjO+HNSJ86lQaRd1Rv+6WHs8n59YwVzGKQ9ValHreBcmkEhQacnvdbEwJiknjnS1X2HvtIVm5Rc9ZcSKYzrWduBudWijFOTQunelrzrP3jY58O7Qh72y+Uuh4NXtz3GxNOXM/b2XM1EjK+DbVea2br0He07Ooef/BAPivXV78CrxEQpfxU9XnVxY3NzeOHj3Kxx9/zMKFC8nMzGTNmjXqliiaNG7cmB9//FHreMeOHePTTz/l999/Jz09nS1btqiLQ2nTpUsXvv32W1q3bl2m9wN5K2Vr165FoVDw7bffMmXKFPVKU77Lly9z+fLlYsdp2rQpa9asUe9VzVdw1XTEiBF6zW348OFcunSJjIwMNm7cyEsvvaTX9U87U1NTDh48yMCBAzl79iwnT54stJ80n7W1NRs2bKBDhw7lOp/atWtz8OBBBg8eTFRUFH/++ae6/dGT5+3Zs0dr8ajBgwezfft2Jk2aRGJiIuvWrWPdunWlmtPLL7/M/v371d/rUqjJwsKCd955hy+//JKwsLBCq/wAs2fPZs6cOervJ02ahLW1NdOmTSMhIYHly5cXm2afv7JcUGZmJjt27GDHjh1ar+vevbvWFe3yJoJXQRCE55hKqSRx2zaNxxQxsaT4+2NdzL4kZUYG2ffuaT1ucu8ObVs147OYV5l4aQd14kOY3u19EsysC7XXKS0HS2M6+TkR9CiRjNNnMMnOwLVDG3ptnIfyzg3y7+CansBPx//go3bTueRcG7kil+opj+hhkYFJz95svxpJXEoWPs5WjGtdjVGtqpFx9Sp2BQLXgkbeOWSQ4NXKVI6nnRl3olJ4sk5SZFImkUnFV+5UquD3I0Fk5xYtspSVq2TtqVDmDKxPEy9btl54QExqXqucgY09MDOWER6fTnRKJr5OVtiYi3ThkjTvP5jqjZpyef9ebhw9XKj/q5GpGfU6daNJr36VtuL6JDMzM+bNm8e7777Lpk2bOHToENevXyc2NpasrCxsbW3x9fWldevWvPjii+pCLNqYmJjwww8/8P7777Np0yaOHDnClStXiIuLIyUlBUtLSxwcHGjYsCGtW7dm+PDhBm2lkb/3dfXq1YSFhRVafe3bty979+7l8OHDXLhwgQcPHhAdHU1aWhqWlpZUq1aN5s2bM2zYMPr06VNk1S8zM1PdusTCwoL+/fvrNbcRI0bw0UcfAXlB8PMWvAK4uLhw6tQp1q9fz8aNG7l48SKxsbFYWFjg6+tL3759ef3114tUxi0vbdq04e7du/zxxx/s3LmT27dvk5ycjJ2dHY0aNWLYsGEaH4A8adCgQdy/f5/Fixezd+9ebt68SWJiIiYmJlSvXp3WrVszdOhQdaqyNgMHDsTOzo6EhATs7e0ZNmyYTu/jiy++wM/Pj1WrVnH16lUSEhIKtcZ50tChQ+nZsycrVqzgn3/+4erVq8TFxSGRSHBwcMDPz4927doxYMAA2rRpU+jajRs3snfvXo4ePUpgYCBRUVFER0cjk8lwdXWlZcuWjB49msGDB+s09/IgUT2NZdHKyNPTE6BSKuYJgiBUJcrMTG43aar1uN1HH+M6YZzW4yqlkrtt26FI0ryv9eqMj/nfIzv192Y5maiQkGlkonVM85wM0o30TzFsHHOXz86swkSRg0xLr9dga1dmdnsXgANdLfDt1VlrNceEDRt49PkXWu83+IWvyZJrfx/adKzlyJn78WQ/Ea1aGMtI0zG9t6BazpZFVp7zdfJzYs2UVnqP+TSo7M/y7MwM4h6EkZ2RgbFZXlXhii7OJAjC0+PevXvUqlULlUrFG2+8wS+//FLZU3oqiY0tgiAIzzGpqSkmfkWL/uSb96D41TiJVIqtlvQ6uasrPyUVfsKeYWSqDlwbR9+hS9iFItflB65tPSwYVtee6R1roKWobiFXnGqxrP4LWgNXgBrJj5D+d9yyTeti2xDIi+kNCDDf/xcaxejXJsDHyQKFUlUkcAVKFbhamshpUs1W6/EaDuZ6jynoxtjUDDff2lRv2AQ339oicBUEoVjLli1TF7IyRG/X55UIXgVBEJ5zDjNf0fj6WZc6bE625NqD4qsFO702C+t+fQu9ZuThgdmPvxCdoT0g6x12jrcvbaZpdNHU3Pa+Dqx+pRM/TWzLx/3rMbiJuw7vBA57NSenmMJMcabWKCVSmnjZ4mZTONhQqVSsOxNKpx+OUOujvXQ5mkW6nfb0Nq/UGD4/vRy3tOJbBYy7tZ83A//mDed01kxpxal72is56sNIJuGHFxsxrYMPxhqKLBlLYXzbqpG+KgiC8DxLTExUV1ru3Lkz9evXr+QZPb3EnldBEITnXefufN1yPGNuH6BG8iNS5absr96K1fXyAtLrD5No6Fm0qEM+ibExHvPm4ThrFhlXryJ3cMSiXVuylGC1+xEpWZr35rhmJGKkUvD5qeUcbzeQ8636IjExpXcDVwY38cBY/jgga1bdnm2XHmqdg1tqLBJUPLR0Il1ugk1Ohsbzdtdoh5WpnM8HFv7BQalUMWX1Ofxvx6hfi8tU8U6TCXx1YQ0OyZoDVFNFDv2DT7GswQCNhZcG3TvG2Fv/FegIOk5M7C1UNNP6PnTV2NOGBWOa4WWft7I6t56EL88mEmNmC4BzejyvXv0bp7YqGFA+7SgEQRAE7SIiIsjIyCA8PJzPP/9c3Trq008/reSZPd1E8CoIgvCcszCWcbVmc457NMYkN5tsmRxVgdVLVxtTncYx8fHBxOdxNV9TGYxs6cWy48FFzm3kacOArSvIvHULIxcXGj1R9fNJg5t68POBO8SlFe7t2CD2HjOvbqdGcl5howgLR6z/C1yzpEaYKHMAUCDhZK22OLw0jX1tfZBIYN6BO9yLTqWagzkOFsaFAtd8ITbufNx8IguP/IS2BGPPlGgAxraqhpe9OceDYjF5GE77A+toFXWz0Lmm29Zj1bc2KSa6teDI55YaS6Rl3ipwY08b1k5rjbVpXkq3SqGg7rIfWBn5iLt2XkhUKmolPkCKiqgfvse6T28kRqIYkyAIQkUaO3YsAQEBhV6bMGEC3bt3r6QZPRtE8CoIgvCck8ukjGpVjSVH75P1RMuY6g7mdKr1uHG7IjWVxE2bSQ0IQGJsjHXfPpg2bEjq4SOgUmLZvTumBfbQvtTJh4thCVwKT1R3F2npbcf80c0wsjHFSMcecZYmclZPacVbmy6rixO5pcby5allmCpy1Od5/JfCqwC+aD2JXKkMm+xUbttWo0nLuizpW58LoQlMWnG20IpwcXtqe4ed1Rq4AkRaOFLH1Yq3e/lha27M9E4+BA/7gcwnAtd8A+6fYH1d7RWcC/JIiWLo/ePYTZhAlK0LzavZ0b2uC7ICE868dYvcyEhkQJ2EsELXK2JiybgWiHkz7UW5BEEQhPJjamqKj48PU6ZM4fXXX6/s6Tz1RPAqCIIg8E4vPx4mZrDnWqQ6yPRxtGDJhOZI/wuUFCkphI4dR9adx3tU044fLzROzK+/YT9xAi4ffsiBG1G8vuESGTmP9702q2bL2qmtMTUq2pw+JyKC+HXrSbt6lUi5JecbdkberAUvNvfExdqUBh42HHi7M4ERSSSkZZP404+FAteCLrjU4aJL7UKv1XG1AuDj7deKpDJraLOqZp+ZrPWYCgm1X5rAm/3aYmb8+D2psrO0XuOYqWUPsUqFVKVEKZVhk5XKi3f9GXz/GJ6fz8ZueBet45W0qipWXQVBECqe/xP90wXDEMGrIAiCgIlcxoIxzXg7JpWrD5JwtjahrY9DoWq88WvXFgpctYlfvQZVk+a8flJZKHAFuBiWyG+H7vJ+nzpAXpEkFAqy7t4ldOIklMl5gaI90Ou0P4sbDKRL3a4sHt+cTn55K8ANPPL234blxpOmZQ5GysL3tTaVM6Z1dYKiU7n1KKXQMYlKSeOYIJwzErln4849W89Cx+/aetI54orG+0jkMjrcP4cJrYDHwatFp05k3dVcifisa9EUaStTOS297Tl8KxqPlGhaP7qBkbsb9r/9g52Pl5Z3mcfUzw/jmjU19ts1qlYN0waiMIggCILwbBDBqyAIgqDm42SJj5OlxmOph4/oPM79dZvJ8Byi8dhfFx7wTnsPYn7+maS/d6BMT0diaYkqtWiv0sk39nKoWnPe3nyFUx92w6hAVV0jL88i5+fLdHzc5qaxly1fDqqPq40ptx49XkU1UuTgmhbHp2dX45X6eL/rBWc/vm45gQyjvL2++6q3ZvC9YzhqWoHNzSVuyRKy7t3D6/cF6pcdJk8mZd9+cp7oQaq0sibB0r7Qa1IJfPpCPUa08GLZsftsvWDFpRo16ODrSK5N4XO1cfvyS8KnT0eZ9jicl5ib4/bll8W2AxIEQRCEp4lEld9w6DlS2Y3NBUEQnkbBI0aSefWqTucm+DViTL0JGo+ZSGHfvbVkXNG8mvmkH5qP5ohXc1ZPaUVnv8f7bzNv3SL4xeGQm5cCHGrlwnV7b6wVmYz8+VOSPGoglUrwsH3cEkepVDHhg1X0P7mNJrFBqEDjftYAn9Z812i4+nu31FheCtyJXWYywTbuOKUn0jTmLlIef4R6b/0LswLtD9KvXCVs3DhUOYVTmxVI+LNOL647+uCcnsCg1Lv0XTaPH87FsvRY4eJWzVPD+cohFnsLE6x69sC8qfa9qzlRUSRu3kJ28H2MqlfHbvhwjNx1azH0NBKf5YIgCM8fsfIqCIIg6MS6V0+dg1fz1q0gRfOxUTzUOXDNkxdeZmQX3qdqWqcO7j/8QPgnnzK37iD8vR63oFm4PYJF491oVaPwymVOSDAf7p+PNDOjwMhFdXlwiYUNB5EkyStgFWnpyBetJxWqwuyRGsOcU8vx/K9IVMaly4WC1+Tdu4sErgAyVEy8ta/Qa3+8+xPL3Ds9fkGl4vXLf9E39AwA8UD8ihXYjhiB2xefa5yzkYsLTq/NUn9/PyaVbftuk5SRQ8sa9vRt4Fpo5VoQBEEQnjbiU0wQBEHQid2YMZg1aVLieXI3Nxq8Mlm9R7XQMSkMNYnT+Z6ZMiPOudTBRC6ljqs1SRmFg8Hs+/fZ6NWuUOAKEJ+ew5QFh7jzxjtkBT3eexq3dJk6cC2OKjsbX1Nl4dckhT8yIyyd+LL1JPX3cnu7wnO/caPE++SLTkqnYBpUu8hAdeBaUOLmzaQcOlTieOvPhNFjXgALjgSx9nQor2+4xJA/ThT5/RMEQRCEp4kIXgVBEASdSM3NqbZ6FW5ff4VVzx5Y9+uH21dfYTtyBDJ7e2S2tti8OAzv9euQ29uzZHxzZnX1xdnKGKkE5FIJCiV8JqnLJadaOt3zoYUj6Uam2FsY02WuP02+2M/45WcIik5FmZ1Nwtq1/Fu9tcZrU43M+fdmNCFjxpIdEgIUrY6sTaKxBZcyjIptkQMQZu1KoL03MltbLLt1K3RM7lw0eNdGpiwcKHcNv6j13KRdu4sdKyo5k892BBapoBwYkcwvB0suuCUIgiAIVZUIXgVBEASdSU1MsB02DM/58/GY9xO2Lw7D7fPP8Tt5Ar/Tp3D/6iuM3NwAMDWS8W7v2vg6W6FUQa5ShQq4ki7nk7bTuOzoW+L9fJIjGXv3EJFJmQCoVHDsbiyjlpwmOiwSRVIS8aZWWq9PMLFCmZxM3PLlACgyM3V6n7bZacw7ugCn9HgcLIyLPTfBygHPBfORmpoWet1u5Cid7gWQIy28i8ciV/vqcMGiTJrsuRpJrpbePzsvP9R5ToIgCIJQ1YjgVRAEQTCInOhoch4WDo5O34/j5L2iacJKqYz1dXrqNG7/oONIVIVXJmNTs9ganI7U3JzaCeGFjllkZzDsrj+fnV5J97DzAKSdOUv0z7+gKiHwK6h2YjizT68kLi1bawArQUWvlb9h3qJFkWMWbVrj8tGHSExMHr8oL1pqItjalV01OxR+UaV9zde0fvGtb55sT1RQerb2Y4IgCIJQ1YngVRAEQfh/e/cdV3X1/wH8dRcXuFz2BhEQ3Hul5l5pamqWe6WWWZZp81tZVpb9snJVVm5LU3PPXLm3kBsVVFCUvbmsu35/IFcud3AvW309H48ewedzzvm8L6Lwvuec9ymXvBs3ET1qNKI6d0FU9x64/cJAKE6eBACcPnvdZL84e8uOgXEqUODXg3PRNl5/D+m1xFw4vTQEw28e0CW3brkZWHR4HiZd3Yn28Vfhll9YNUqVlISU334DSizPLU1wZhyaJN/C8LbGz1od2NwPgb6mX4fr2LEIOfQvHAcMgNjdHRCJYBMSgnv+dXHCpzF+ajoY0zu/hWwbewCAGFqMeiYAIco0k2PmR0WajblzqOnlyp3rupvtS0REVJMxeSUiojJTnD2LmFGjkBsWpruWf/Mm7r0+BVlHjgBrVxvt51CQg7nHF1v8nIDsJMw8sxINUqJ117wcbeH53nvo1b4+Zp77A8EZ9zE24h/45KQa9Nfmll6kyZQmIgXef64+Zg9qDH+XwmN3nOwkmNwlGN+91MxoH1VSEvKuX4cmNxdJCxcic8cOqJKTgfx8FERFwT/2Ji54hGJX8LPIFxfOzAq0Gky5uh1f9qgNZ5HpJDv7wEEkL1liOl5/JwxsbnhEjlwqxvReda156URERDUKz3klIiKrKRMScX/6dOSGmy4sZFOnDtJi7mPMc58iV6K/H/Tlm/9iwrXdVj/3prM/NAIhvHLS4NKoHmq9/iocOneGMj6+MGme+hZQUGD1uOZkfvsTGkgLoFUqIQ4IQJZKANeGdWFj/+j82Ox8FXZcfIDk2AR02Pob7M+fAjQaCGQyaHNyCjfrlqCBADuDOiDCtTac87PR++45BGXGwW/+fGTt34/MXbtMxiSUyRB69AiEMpnR+2qNFmvPxGBjWCzScpR4JsgVk7vUQYinQ/m/IDUEf5YTET19mLwSEZHV7gwbhryL5s98FdjZQZubizCPuvim7RjkSB4le4sO/YiQjAooHiQQwPf/voXTCy8AAG60bAVNTk75x31IE1QH4oQ4gzFFzs5wf+MNuI4dg/C7aZiw8hyys3Px7fFf0Sg1ulzP9P/5J9gEBuLO0GFm9+gGrFwJWTvjlZafBvxZTkT09DGsHEFERGRG7uXLpSauACCSO0CVm4tWSTfxx97ZOOnTGFk29miYEm0+cRWLAZXKsmC0WiTOnw/Hfv0gEIng0L07MneaP0rGHJXEBmJlAbQiMWQdn0XOsWPQGNknq05PR8I330Dg6ooVOyMwO3wP6mSWPxkXOjpC1qEDhHZ28F+0CPcmTDDdVv7kzKISERFZgnteiYjIKkoLZ7pcRo/RfWyvykfPe2EYfOsY6qXfM9MLlieuRc0fxCH/9m1kHz0KSVAgBDbmj7bREer/CJR16YwGp04gePdu1DtxDLZBQaUWeLr/9Ry8cXhZmRJXgzjFYvjM+hxCu8IZaocO7WHXqpXRvtLQUNiVUnWY6Elw+PBhCAQCCAQCrFy5stzjrVy5Ujfe4cOHa1Rsj7Oir8P48ePLdJ/IUpx5JSIiq0hDQ83eF9jZwfPdd+E6ehQAIGnRIkCpfNhZCnnPHsiLiIDy9p0Kiyl2yhuWJdViMbxnfgrbxo1hU6sWMvfuhTo9HfatW8O+RYvCJg6FM5qqxIRShxOmGR4DZJRAoLfvVdqgAXznfofsAweRFxEBibc3nIe+DGmdOnrdfL+ejZgJE6B6EPfomfb28Jr5qWXPpcfO4cOH0a1bN4PrAoEAcrkcjo6O8PT0RPPmzdG6dWsMHjwY3t7e1RApEVHVY/JKRERWkYaEwKFLF2QfOWJwz7F/f3jPmgWRQ2EhIffXXoXzi4ORfew4BCIhHLp0gcjJCQCgVamgOHsW9yZMLFc8Qnt7i2eDoVIhc88/EDk5wbZePbi8/LLJpraNGiNz9x6zw5k+jVWf26RJsKkdAGVCAmwbNoRDly4QCIWwDQkx288mMBC+P/yAexMmQq3JAbQAcnIQ++ZUBCz5HXbNm1sYAT3utFotMjMzkZmZidjYWISHh2P58uV4++23MWDAAHz//fcIDg6u7jAfe7NmzcIXX3wBALhz5w4CAwOrNyAi0sPklYiIrObz/Vzcf+tt5Jw9C2g0EMrlcB0zBu5vTYVAoJ/Sid3d4Tx4kMEYmrw8JH7/Q7niELm7Q52cbFWfnNOnkXP6NOxatULA0iW6ZbrFKePikHvhQrliK2ITFASnwYMgLWNicWfl+0iZkQmVnxbQANLrAjitz8SD/32MOnusr9hMj4+BAwdi9uzZus/z8vKQnp6OyMhInDx5Elu2bIFCocCWLVuwf/9+LFu2DEOHDq3GiGu+8ePHV9jS1a5du+IprHtKVK2455WIiKyijI/H3ZEjkXP6tG5PqMjVFU4vvmiQuJqTtGAh8q9dK3McLmPHwPvzz8rcPzcsDCkrVhhcV2crEDNmLLL27y/z2MUV3LmDmFGjURB73+q+ydd2IqHfncLEFQCEQH5DLZLfUSIv7jZyr16tkBipZnJ2dkbjxo11/7Vu3Ro9e/bElClT8McffyA2NhZTpkwBAGRnZ2P06NE4dOhQNUdNRFR5mLwSEZFVHnz0P+RHRuldU8bE4MEHH1g1Tsa2beWKI+/iJdg3bw5IJMYbWJBIZ+4ynLnM2L7N8mXIFlKnpSF1+TKr+8WmbTC6RkrjAuS21UCbl1cB0dHjytnZGb/88otumatSqcT48eOhLNpjTkT0hGHySkREFiuIjS2ccTUiNzwc+bdvWzyWJju7XLHkXr0KsYcHXEwsk3R/8w14TJ8OcUCAyTGMJX+5YWHlissUxanTUGdlIfvIESjOnoVWrS61T47Q9Gytqo4NbJs0qcgQyQqafDXy72YiLzIN+Xczockv/c+zsnz66ado3bo1AODu3btYvXq12fa3b9/G+++/jxYtWsDV1RVSqRR+fn4YNGgQNm7caHYpbNeuXSEQCHR7QbOysjB79mw0a9YMcrkccrkcrVu3xo8//oiCgoJSY09MTMR7772HevXqwc7ODh4eHujcuTOWL19u0ZLcktWDtVotVq9ejV69esHHxwcikQhdu3Y12b7k9aI3AgAgKChI19ZYVWFrqg1HR0fjo48+Qtu2beHu7g6JRAJnZ2e0adMG77zzDk6dOlXqay3N5cuXMW3aNDRr1gyurq6QSCRwc3PDs88+i48//hiXL18223/Hjh0YOXIkgoKCYG9vD7lcjoYNG+LNN9/EjRs3yh2fOQUFBfj11191f242NjaQy+UIDAxEu3bt8OGHH+KIkToL9PThnlciIrKYOjXV/P2UFMDCvZ32bduaTIQtIfb0AAB4ffw/iN3dkLpmLdTJyZD4+8Nt4gS4jBiBuK+/geq+6QTQoUtng2vqtPTSHy6VwiYgAAWRkRbHq8nNRWSXrtDm5AAARF6ecBk2rLDScevWEAgN30+2tfVFbm600fEcGz4LoaXHAlGFUSYokH0qDjnhidAWPEpYBTYi2Lf0hEN7H0i8ZFUak1AoxLRp0zBmTOHxVJs2bcLEicYLoX377bf47LPPDGZnHzx4gG3btmHbtm3o0aMH/v77b7i4uJh9bmRkJJ5//nlERemvxAgLC0NYWBi2b9+OvXv3QiqVGu1/5swZPP/880gt9u9KXl4ejh07hmPHjmHTpk145513Snv5Ovn5+ejbty/27t1rcZ/KptVqMXv2bHz11VcGX/OMjAycP38e58+fx4IFC8q8f1apVOKdd97B4sWLDcZITU3FyZMncfLkSaxduxbR0dEG/ZOTkzF06FCjS84jIiIQERGB3377DXPnzsX06dPLFKM5CQkJ6NWrl0FyrVQqkZ2djZiYGJw5cwZr1qxBbAWviqHHD5NXIiKymDQkBEIHB6OzpgJ7e0jr17d4LI+338Ld8HBoLZidMcZl6LDC54pEcJ8yBW6vvw5tXh6EdnZQxsUhsnsPqB6YP3+14MEDaBQKCGUyKE6eRNLPv5Q68yqwt0e9M6dx97XXrEpeVfHxep+rExKRvHARAEBSOwD+8+fDtkEDvTb+fqORlnYSACB+IIA4AVB5ABp/CYJ7zbL42VQxso7dR8bu24VVn0vQFqihOB0HxZk4OD0fDHknvyqN7bnnntN9fOLECajVaohEIr02M2fO1BWAatSoEV5//XXUrVsX7u7uiImJwZo1a7Bp0yYcPHgQQ4YMwf79+w3GKJKTk4P+/fsjLi4OH330EXr37g0nJydcu3YNX331FW7evIkjR45gzpw5mDVrlkH/2NhY9OnTB+np6QCAESNGYPTo0fD29sbt27fx888/Y/fu3Ui2oiDbBx98gEuXLqFv376YMGECgoODkZqaajRhK2nQoEFo3bo1fvnlFyxevBgAsHfvXvj6+uq18/f3tzgeAJgxYwbmz58PAJDL5Zg8eTJ69uwJT09PKBQKXLlyBXv27MHu3WUrvqbVajFs2DBs2bIFAODp6Yk33ngDHTt2hJubG9LT03HhwgXs3LkTt42sjMnKykLnzp0REREBoVCIoUOHYsCAAbpZ57CwMCxYsACRkZGYMWMGnJycMGHChDLFaspbb72lS1yfe+45jBkzBrVr14ZMJkNKSgquXLmC/fv341o5aiTQk4PJKxERWUxobw+3SRORNH+BwT3XcWMhksstHsu+ZUvU/mM1kn/9DYpTp6zev6nOykRBbCygVsOmdu3C5Xt2dsi9fBl3J70KTUZGqWMoDh9B3Gefw/mlIbj76muABUt5tQUFUGdnQxUXX2rbIiIXF6jT0kzeV8bcxb3XJqPOgf0QFpul8vR8DsGebyHjs98gLfZ7m6RFXYhb2AK2FodA5ZR17D4ydlmwLF4LXbuqTGA9PDzg7++P2NhYZGZmIj4+Hn5+j55/7NgxfP311wCAzz77DLNmzdIrsNayZUsMHjwYP/30E9566y0cOnQIa9aswdixY40+LykpCfn5+Th58iSaNm2qN06fPn3QsGFDJCUl4ZdffsHMmTMNkuD33ntPl7h+//33ePfdd/XGGDJkCCZMmFDqctziLl26hA8//BDffvutxX2KODs7w9nZGZ6enrprdevWLddROXv37tUlrnXr1sX+/fsRUGIbQ8eOHfH666/j7t27ZXrG77//rktc27dvj127dhnMmHft2hXvvPOO0WfMmDEDERERcHFxwb59+3TLz4u0a9cOr7zyCvr06YNjx47h3XffxUsvvQRHR8cyxVtSXl4etm7dCgB48cUXsWnTJoM2PXv2xDvvvIOUFAvP1aYnGve8EhGRVdxffx1en82EpFYtAIDEzw9eH38Mz2nTzPZTJiYifeNGpG/aDNXDRM6uWTPUWvwLvGfOtDqO1GXLcatnL9x6rg9uD3gBitNnkLl/P6KHj7AocS2S+c8/SJy/wKLEFQCgUiFt3XoYnX4zQmBrC60FBXRUSUnI2n/A4Lrk9zt6iSsAKP+7iQcffmjR86n8lAmKwhlXK2Tsvg1lgqKSIjLOzc1N93FqiSX+X3/9NbRaLdq3b48vvvjCZGXwqVOn6hKYpUuXmn3el19+qZe4FnF3d8crr7wCoDDJLTljlpCQoEtS2rRpo5e4FhEIBFi0aBE8PDzMxlBcSEiI3tFC1a3ozQKBQIANGzYYJK7FmbtnilarxZw5cwAADg4O2Lhxo9ml3iWfERsbq3tzYM6cOQaJaxF7e3vdbHR6ejo2btxodaympKam6pZTd+nSxWzb4t/f9PRi8kpERFZzHTkSIfv3of6Vywg5eACuY8eYbZ/82++I6t4DcZ/ORNwnnyCqS1ekrl2ruy9r3w4wsufTUvmRkbg3eTLiv/jS8iS0iFqNvFIKmZSUtno1CqJjLGqrzcuzuDiVMu7RMmeNQgHF2bPIOmCY0AKA4ugxxLwyAUkLF0GZkGjR+FQ22afiLH2v4hHtw35VyMHBQfdxZmam7uOsrCwcPHgQACw6B7YoiThz5gzUZv4+jRo1yuS9Nm3a6D4uuVz10KFDUKlUAGD2zFUHBwerzq0dPnw4xOKasagwNTUVx48fBwD06tULzZo1q/BnXLx4ETExhf8OjRw50mCJc2l27Nih+3Mo7evcqFEjXfJ44sSJMkRrnJubm25P9Lp166BQVO0bPvT4YfJKRERlJrDgF8Xs4yeQNG8e8PCXJKBw6W3CV7OR+zBpFHt6QuTsXK5YtPn5UFuxP05HLLb62eaWAJeHbb160CqVSJjzLW526oy7Y8fpztI1JufUKST/8gtuv/AC8iIiKiWmp50mX42c8LK9OZATnlilVYizsrJ0Hxdf1vnff//pkpTp06cbVNAt+d8PP/wAoLACbMkZ3CLu7u5wd3c3GYurq6vu4+KJNAC9wjxt27Y1+5pKu19cZSSIZXXhwgVd8aTSZhTLKjw8XPdxWZ5x7tw53ceurq6lfl8ULduNj7d8y0RppFIpRo8eDQA4deoUAgMD8cYbb2Dz5s0szkRGMXklIqJKlf7338ZvaLVI/7tw+VnWwX9LrWRcWRy6dIFNSJ0qeZa5JFkol0PWsSMS5s5F6qpVuqrEltBkZCD+4RJFqljKBIVeVWFraAvUUCVa/udYXsWLGxVPHhMTyz4zn2Pi+1AmM19RWVhsJUXJ2dviexeL7zE1xsvLq7QQdUqrjlyVkpKSdB9bOyNaVc8o6/eFqe+JslqwYAFGjBgBoPB7ePHixRgyZAhq1aqFwMBAvP3224jgm3P0UM1YW0FERE8slZnZ0KyDB+HQtStyL1youoCKCAQQ+fgg++FyyqrgPmM6UpcshfLePYN7mqws5F68iPQNJpL9UuSeD4MqJQVi7gurUNpyzpxq8lWlN6oACQkJePCwuraTkxN8fHx091TFVj18/fXXeOGFFywet7ISr8pgqjIyGVf0fSEQCHDx4kWT+6BLKu2NC2vJZDKsXbsWH3/8MdavX49Dhw7h/PnzyM/PR0xMDBYtWoSff/4ZX3zxBT799NMKfTY9fpi8EhFRpbJr2tTk8TPqlBTEvvEGBPb2VRwVAK0W6lKO0jHGrkVz5F68ZHY5rzFCe3s4dOyIhM8+N9lGcfSY1VWXi9Nau9+XSiWQli8hEkqr5let4mebPvvss3ozn8WX90okEjRu3LhKYjKleOGdxMREs8WKEhISqiKkCle80NSDMvw7UxXPKPq+0Gq18Pb2tqo4VmVo3Lix7nszPz8fZ86cwebNm7FkyRLk5ORg5syZaN68Ofr371+tcVL14rJhIiKqVK6jR0FgZ2e2jTVLZKuTTe3a8PvhB3jP+hwosd/XbAIuFsNv3o8Q2dsDtqbPt5EEBRqMaynbJk0gKWUJJllP4iWDwKZsCazARgSxZ+W/MaPRaLBgwaPjq4YMGaJ3v0WLFrpktqiIUHVq0qSJ7uOzZ8+abVva/Ypm6exjaYp/zY8cOVIhY5bUqlUr3cdleUbx/jXh+6I4qVSKzp07Y/78+di8ebPu+rp166oxKqoJmLwSEVHlEostOirGrAr6hbI85H36IHjXTkh8feEydChCDh6E18f/g8f06QjctBHOL75osq/fvB+Re/Eionr2AkzMrIpcXODUty8c+/a1OjaBvT28/vcRtKqqWaL6NBFKRbBvWbY3BexbekJYzplbS3z11Ve64j21a9fGmDH61b/d3NzQqVMnAMCuXbtw/fr1So/JnK5du+qqAps7xzU7OxsbNmyooqgK2RV7oy0/P7/M47i4uOi+5gcOHMDFixfLHVtJTZs2RVBQEABg7dq1iIuzrrr1Cy+8oFtqPW/ePF2BqZqmR48eujcCkstSlI+eKExeiYioUmXu3KlXadhqEglcRo8CJJKKC6oMNFlZetWVJV6ecB07Fu6TX4Ndo0awa2P8jESJnx/yo24h+ZfFZo/MEchkEEgk8P78c8h79bQsYReL4Tx0KOS9e+Pe5NdxvXET3Bk2DNnHjln9+sg0h/Y+gLXvnwge9qtE6enpePPNNzFr1iwAhUuCV6xYAYmRvyuzZs2CQCCAWq3GkCFDcPfuXbNjnzt3Drt3766MsOHt7a2bHT537pyuunFJb7/9tl5RoqpQfK9wVFRUucb65JNPABTOjA8dOtTs1/yekX3wpREIBPj4448BFCb6Q4YMQZqZSugln1GnTh3dGx3Hjh3DO++8Y/ZoJKVSiRUrVlToUu7bt2/j0KFDZtvs27cPmofbNIKDgyvs2fR44p5XIiKqVOr0jPINoFQi7Y8/Ydu8OaDVIq8SZjAskXvhAu6//wGEDjI4vfAC7Fu00Luftmq10X7K+/eRamZ2qYgqNhYFsfdh4+8H/0WLUHD3LvJu3EDKkqXIu3TJoL1AIkHttWuQ+MOPyDl9Wnc97+Il3Ht9Cmr99hscOj5r3YskoyReMjg9H4yMXbdLb/yQ0/PBkHiVr7BNeno6rly5ovs8Ly8P6enpiIqKwsmTJ7F582bduZgymQzLli1Dt27djI7VtWtXfP7555g1axauXbuGxo0bY8KECejZsyd8fX2hVCoRHx+PsLAwbN++HRcvXsQnn3yC559/vlyvwZTvv/8ee/fuRXp6Ot577z2EhYVh7Nix8PT0xJ07d/Dzzz/j0KFDaNu2bZUuHX722Ud/Z4oSw8DAQN0MpY+PD5ycnCwaq1evXpg+fTrmzZuHmzdvokmTJpg8eTJ69uwJT09PKBQKXLt2Dbt378auXbtQUFBgdbyTJk3Cnj17sHnzZpw6dQoNGjTAlClT0LlzZ7i4uCAjIwOXL1/G9u3bERUVZXDm7sKFCxEWFobLly9j4cKFOHjwICZOnIhWrVrB0dERWVlZuu+3LVu2ICUlBZGRkVZVgTbn7t276N69O0JDQzFw4EC0adMGAQEBsLGxQUJCAg4cOIBff/0VACAWi/Haa69VyHPp8cXklYiIKpV92zZIWbKk3OPkXbiAWr//BttGjZC2cROS582rgOgsp1EokLljBwAg/a91cJ86FbaNGyFl8a+F59WaKeCkybAsgc/ctRPukycDAGwCAmATEAB5ly7I2LEDKStWQhn3AAKBELKOHeE+5XVoMjP1ElcdtRrJixczea1A8k5+AICM3bcBc6srBYWJa1H78ti2bRu2bdtmto1YLEb//v3xww8/lDor9fnnn8PDwwPvv/8+srKysGDBAr29siUVPyu2ovn7+2PPnj3o168fUlNT8ddff+Gvv/7Sa9OvXz9MmzYNvXv3rrQ4SgoODsaYMWPwxx9/4NKlSwbFgVasWIHx48dbPN4PP/wABwcHfPPNN8jMzMTcuXMxd+7cCo35r7/+wtSpU7FkyRIkJCToZuJLql27tsE1uVyOo0ePYvz48di2bRuuXr2KGTNmmHyWVCqFVCqtqNB1IiMj8f3335u8X/TmTPPmzSv82fR4YfJKRESVStaxI+zbtEHOuXPlHiv7+HE4dO6st3y3uiT/9JPljW1sAAtmVZLmzYdNUBAci/2yLrCxgfOQIXAuUYQHAJJ/N/2mQLUcP/SEk3fyg21dZ2SfikNOeKLe+a8Cm8K9sQ7tfco942qMQCCATCaDk5MTPD090bx5c7Ru3RovvvgivL29LR7njTfewMsvv4zff/8d+/fvx/Xr15GamgqxWAwPDw/Uq1cPnTp1wqBBg/QKK1WGdu3aISIiAv/3f/+H7du34969e3BwcECDBg0wfvx4TJgwodKKHZmzYsUKtGnTBuvXr0dERAQyMjLMLqc1RyAQ4Msvv8SYMWOwePFiHDx4EDExMcjOzoZcLkdoaCg6d+6sO+e0LGxsbPD777/j9ddfx5IlS3D48GHcv38fubm5cHZ2Rr169dC9e3eMGjXKaH9nZ2ds3boVp06dwqpVq3D8+HHExsYiOzsbMpkMtWrVQtOmTdGzZ08MHjy4Qs/T7dSpE44ePYp9+/bhzJkzuHv3LhISEnRfn3r16qFXr16YPHky/PzK/4YQPf4E2pq6O7sS+fv7AwBiY2OrORIioqeDJicHyYt/Rcb27VBnZUEol0Ndhn1Tbq9Phuc77yB940bEfTrTbFuhoyM0mZllDblCiTw8oLZw7560Xl3YNW0KVVoa7Fu2gvNLQyAyMgOWd/06EufNh8LEL/diDw+EHjtarrhrsur+Wa7JV0OVmANNvgpCqRhiT/sqKc5ERPQ0Y/JKRERV7tbz/VBw2/L9g0WCd+6ANCQEuVevInrIS0bbCJ2cUPuvtciPiMCDd98rc4wiFxcIxGKoUlOBCjg/1bZlS+T99x9g5Y9diZ8fav/5ByTFCskkLVyI5F8Wm+3nNuV1eE6bVqZYHwf8WU5E9PRhtWEiIqpSijNny5S4SuoEo+DuXWjVaohkMkBkfJbLY+qbsA0OhrxrVwhlZV++qS0oQJ39+yAwcy6rNfLCw3WJq9DCgi9AYcGnpPmP9iXm/PdfqYmrQ88ecJ8ypWyBEhER1VDVv2mIiIieKlkHDpSpn/LWbcS+8SakoaGQNmhgcjZU+PCcRqFMBp9vvsH9994Dip8zKxSaLa5URKNQQJ2WBqGdHdQPK7pWFE1GRuHRPxaef5u5dy+cX34JeRHXSz0Gx/urr+DysvFZaSIioscZk1ciInqs5EdGouDBfZP3k5csheMLL0BoYwPH53rDrvEepG/ZCmV8HDL/2QutmbNWixM5O0Ps5gZZ2zbI3L2nosJ/pGTiaiaZ1ebnI2b0GIuGVZs555GIiOhxxmXDRERUpeQ9e5Z7DK0ix+Q9ZUwMEr/9Vve5xM8PHlPfhOyZZyxOXAHAZcxoqBUKuL3+OlAV1Y2VSkAgMH7Pin2yIhfniomHiIiohuHMKxERVSmRs7PFS3fLKm39BmiUKjj2eQ6yDh2gzc2FMi7Oor5CmQzyPs8h68BBJP/0M6DVQuTpCXViYqXFW0Ts5QVVfHyZ+wvs7ODYp08FRkRERFRzMHklIqIqlbp8efkTV6EQdh06IPf4ceP31Wpk/P03Mv7+GwJ7e2hzciCUyy0aWhISgozNW/RmO8uTuIp8fKC2MHHW5ubC/5efkb5pM9RpaZCGhiJ9/XqL+grs7eG/YAFEFr5OIiKixw2TVyIiqlK5ly6VfxCNBu7jxuGeqeS1GG1O4RJjTVaWRUPnX7xYrtBKsjRxBQBJ7dqQd+8OeffuAACtWo3sI0dKnY2V1K4N3+/nwr5Jk3LFSkREVJNxzysREVUpsbt7hYxjExxs8ricx5XLiOHI2LEDSQsXImPHDmjVari//nqp/ZQxMYh5eShu9euP7KNHqyBSIiKiqseZVyIiqlLOQ19Gzrlz5RrDvl075F+PMHlcTlUpWpJcXkJ7ezgPHYqkhYugKjZTK/5xHlzGjrV4nIJbt3DvzakIXLsGdpyFJSKiJwxnXomIqEo5DRgA1wkTTFfWLYXY2xs+X36Bgjt3Kjgy6zi/NATBO7ZD7Otb5jHc33oLASuWI+ToUeT8F66XuAKAKi4OSd99Z92gSiVSV6wsc0xEREQ1FWdeiYioynl98D5cR41E1vHjUMXGQp2ZVWphIqFcDvepb8Jl+HAIpdLCZcPVxPnll+Dz1VcAAK/33sX9Ge9aPYZNcDDcXp0EoY0N8m/fRt5FE3uBrTgmp0jetWtW9yEiIqrpOPNKRETVQuLnB9dhw+D57rtwfnFwqe012dlweuEFCKVSAIBDly6wCQws8/NFZdh7K7S3h+u4cfCeOVN3Td67N2SdOlk1jqxzJ9RetRJCGxsAgDojw+pYzFE+eADlgwcVOiYREVF1Y/JKRETVTlq3bulH2Wi1yNi2TfepQCRCraVLYd+6dZmeae2RMrJOneD5ycfIj45G9PDhiJ02DdnHjkEgFqPWLz/D+6svIbC3NzuGbfPmCN6zGwG//w6xh4fuet7lK2V6DaZoCwqQMHeu7nN1ejrSN29B2oYNFp93S0REVNNw2TAREVU7oZ0d3Ce/hsTvfzDbThUXj/zbd5C5axc0ublw6Pgsav/5BwpiYlDw4AHuvTLBoudJ/Pys3jObd+0aFMeOFfs8All798GmTh34//IzbPz9zRdvEgrhN/c72NSqBXV2NjSZmRB7eyM3LAwJc+ZYFYslsvb8g5jkFMg6d0byTz9Bm59feEMkgttrr8Jz2rQKfyYREVFlEmi1ZdhM85jz9/cHAMTGxlZzJEREVFza3xsR//nngEZj9L78+b7I2vOP3j5Qh65d4b9oIQQSCW60bAVNBVT/tZpQCNsmjU3vWwXgMmokNPkFUBw9ClVyMqDRQOLnB5G7m9l+lcX/p0WQ9+xZ5c+tKPxZTkT09OGyYSIiqjFcXn4J/r8uNlqJWOztjazdewwKGGUfPozUP9cAAGzq1q2UuIQymfkGGo3ZBFQgkyFt3XpkbNwIVWKiLjlX3r9f5sRVKJPBc+anZeoLAPFfflXhe22JiIgqE5NXIiKqUeSdO8P/559gU6dO4QWhEA7dusGhWzeTfdL+3gCNQgG3iZYtG7aUwM4OLqNHw6F79/INpFJV+Jm0bq9OgtuoUXB/Y0rZQkpMxL0336zQmIiIiCoTlw0TEVGNpUxIgNDWFiInJ8R/+SXS1v5lsq3Q3h7OI4ZDeS8WWfv2lfmZdq1aQRocBMfnn4esfXsAQPax47j36qtlG69lS+SGh5c5HqGzM5wGDEDG5s3QKBQQubvDddxYuE2aBMHDGWrF2bOIfXMqNFlZVo9fe+1a2LdsUeb4qgt/lhMRPX0480pERDWWxMsLIicnAID9w0TSFE1ODlKXLYckIAB+8+dB3qcP7Jo3N7oEWTerW4LIwwO1VyyHz1df6RJXrUYDZXJSmY7WAYDcS2Xfzypyc0PA0qXw/uRj+M6dC/v27SF2cUb+jZvIu/roLFdZ27bwfHdGmZ6Rf/NGmeMjIiKqSkxeiYjosSDv3h12rVuV2i593To4dOkC//nzELjuLwQsXwb7tm0hsLODxN8fHtOnI/DvDZD37q3XT+TsDL958yB4ePZqkbj/fYz4/30MdXJy2QJXqcrWD4CkdgDsGjdC6p9rEPvGG8g5dQr5kVHI3LkT0SNGIGPPHuRevYqCmBios7IKz70VWvejXeLrW+b4iGqKw4cPQyAQQCAQYOXKldUdDhFVEiavRET0WBCIRAhYsgTuU6fqnZFakiY7G8q4OGjVaqSt34Ckn3+GOjsLrqNGIvCvtXCf/BpE9vbwX7gA7m+/DYFUCqDwLNTYyZORvnGjbqyc//7TO1u2quWF/4f7H3yAxO++M7ypVOLBjHcRPeQl3HquD5J++BEF0dEmKzUbI6kdAFnHjhUXMFWI4omYQCCAUChEdHS0RX0//fRTvb7169ev3GCJiKoQk1ciInpsCO3s4DH1TQQsX2ayjUAqhdjTE/enz0D8558j93wY8q9FIGXpMtx5eSiUCQkAgNzLV/TPPwWgUSgQN/Mz5F64AADIPnyk4oIXiWDXsiUEtrZWdcvcvgPaggLjN8tRtkIaGopav/4KgZUztVT1tFotVq1aVWo7jUaD1atXV0FERBWPs+dkCf7EIiKix440NBT2zzxj9J7TwIHIu3LFaNEmVXw8Un5fAgBI37De+CylVou09RsKPyzHkl8DajVyw8Nh27Ch1Ut7K4rPnG/gt2ghav+1FsE7tkMaFFQtcZDl7OzsAACrV69GaTU2Dxw4gHv37gEAbK18k4SI6HHA5JWIiB5Lfj/+APv27R5dEArh2K8fvD7+HzJ27TbZL/vwYQCAMi7eZJuCe/dwf8a7SK2Ed/9zw8Ph/tZUyDq0h+BhYlLZBPb28Pr4f3AePBiOvXrBvsXjV134aTVo0CAAwO3bt3Hs2DGzbYtmqzp06AAvL69KjoyIqOoxeSUioseS2M0NtVesQPCunai15HeE7N8Hvx++B7RaZP3zj8l+RQWZbBuY3guojI1F5u7dFp3NKnR0hMu4cYBIZHHsiiNH4P/TT6h35jQktQMs7ldWQdu3wXXs2Ep/DlW8pk2bosXDNxvMLaXMyMjAli1bAADjx4+vgsiIiKoek1ciInqsSevUgUOnTpD4+QEAMnbuNHveqWPfvgAAlxEjIHBwMNpGFW96VrY4kZsbQg79C+//fQSnF1+0OObcCxdxq09fZB05AvfJk2H3TFuL+1pL2rAhpA/PRKWKo1IpkJFxAampJ5CRcQEqlaLSnlWUjG7cuBE5OTlG26xbtw55eXmws7PDsGHDLB57x44dGDlyJIKCgmBvbw+5XI6GDRvizTffxI0blh2j9Pfff6N3795wd3eHnZ0dQkJC8OabbyIqKgoA0LVrVwgEAgQGBhrtr1Kp8M8//2DatGlo164d3N3dIZFI4OjoiIYNG2Ly5Mm4VI4jp4r77LPPdPsqn3vuOWRnZ+vuZWZm4s8//8S4cePQtGlTODk5QSKRwM3NDc888wxmzpyJhId75k2ZNWuWbvzo6GgolUr89NNP6NixIzw9PSEUCjF+/HicP39e1+6zzz4rNe579+5BJBJBIBBg3LhxRtsUFBRg8eLF6NmzJ7y8vGBjYwMPDw906tQJc+fO1Xut5uTn5+P333/HgAEDUKtWLdja2ur+XIcNG4Y//vgDubm5uvaNGzeGQCBAUFBQqUvbAaB3794QCASQy+XIyspCdHQ0BAIBunXrpmvzyiuv6BUeEwgEJt+UyczMxNy5c9G1a1e9192lSxfMmzfP5N+ZInfu3MF7772Hli1b6v7M3d3dUa9ePfTv3x8LFizQLcen6ieu7gCIiIgqUt6VqybvCWxs4DphAoDCI2Lcxo1D8s8/l/lZ6pQUaPPzocrLQ+bWrVb1VSUm4v5bbxd+IhLBoVtXKM6ehVZh/hcta9k1blyh4z3tsrNvIvb+n4iP3wq1+lHCKhLJ4O09CP5+o+HgULdCnzly5Ei89957yMrKwqZNmzBmzBiDNitWrAAADB48GI6OjqWOmZycjKFDh+LQoUMG9yIiIhAREYHffvsNc+fOxfTp042OoVKpMHr0aKxfv17v+q1bt/DLL7/gjz/+wMZi1btNee+997BgwQKD61lZWbpYlixZgtmzZ+Pjjz8udTxj1Go1Xn/9dSxduhQAMGrUKKxYsQISiUTXpnPnzrh48aJB39TUVJw9exZnz57FwoULsWHDBjz33HOlPjMlJQVDhgxBeHi4wb3WrVujZcuWCA8Px4oVKzBr1iwIzeyFX758OTQP9+i/9tprBvdv3ryJ/v37IzIyUu96cnIyjh8/juPHj2PevHnYtm0b2rRpY/I5Z86cwcsvv2w0Wbt16xZu3bqFDRs2QK1W65LJyZMn4+2330Z0dDT279+P3iWOISsuOjoaBw4cAAAMHz4ccrkcKSkpJtuXZu/evRg1apTBGMnJyTh69CiOHj2KhQsXYvv27WjSpIlB/82bN2PUqFHIy8vTu56SkoKUlBTcvHkTu3btQlJSEmbPnl3mOKniMHklIqInitjL0+Q928aNIXKQ6T4vqipcVkJ7ewgdHKA4eRJapbLsA6nVyD50uFyxmCKUG59dLkmr1UKVlASRTAahTFZ6h6fQ3bvLERn1DQDD2SW1WoH799fg/v21CA35GAEBEyrsue7u7ujfvz+2bNmClStXGiSv169fx5kzZwBYtmQ4KysLnTt3RkREBIRCIYYOHYoBAwYgKCgIAoEAYWFhWLBgASIjIzFjxgw4OTlhwgTD1zNjxgxd4urv74+PPvoIrVu3hkqlwqFDhzB37lwMHz4cHmaOtgIKk2B/f38MGjQIzzzzDIKDg2Fra4sHDx7g/Pnz+Omnn5CSkoJPPvkEQUFBGDFihIVfuUK5ubkYPnw4tm/frov7+++/h0AgMIijefPm6N+/P1q1agXfh2cg3717F3v37sXq1auRmZmJl156CeHh4QgNDTX73AkTJuDy5csYMWIERowYAT8/P8THxyPr4cqQyZMnY/LkyYiNjcU///yD559/3ug4Go1G9+ZEgwYN8Oyzz+rdT0pKQteuXREXFwcA6Nu3LyZNmoTAwEDExcVhzZo1+OuvvxAXF4cePXogLCzMaOxnzpxBly5dkP+wAnv//v0xfPhwhIaGQiAQICYmBkePHsXff/+t12/MmDH48MMPkZubi6VLl5pNXpctW6abnX311VcBAH5+frh8+TLOnTun+z6bPXs2Bg4cqNfXxcVF7/O9e/eif//+UKlU8PDwwJtvvokWLVrA398fKSkp2LNnDxYvXozo6Gj06tUL4eHhuj9TAEhISMC4ceOQl5cHmUyG1157DT179oSnpyc0Gg1iY2Nx7tw53fcN1QwCrSXz+08Y/4fLp2JjY6s5EiIiqmjKBw9wq09fo8fL+M79Dk4DBug+jx41GrlhYWV+lsvIkfD+bCZyL11C9FDLl2pWJUlAAHx/+B72RmYdimTu2YOkBQsLz4mVSODYqxe8Pv0EYlfXqgvUSlX9s7wwcf3a4vahIZ+UOYE9fPiwbgnlnDlz8NFHH2H79u0YOHCgbjlqQMCjvdIffvghvvvuO9SqVQvR0dEQCoUIDAxETEwM6tWrh+vXr+uN/+qrr2Lp0qVwcXHBvn370Lp1a4MYcnJy0KdPHxw7dgzOzs6IiYnRm9G9ePEiWrRoAa1Wi5CQEJw8edIgSY2IiECHDh2Qnp4OAKhdu7bR82pv376N2rVrQ2Ri33h6ejo6d+6My5cvIzg4GJGRkQazlMW/ZitWrNAl8ampqRgwYABOnjwJgUCAuXPn4t133zX6nMjISLMJ6aVLl9ChQwcoFAqMHz9el1AWN2vWLHzxxRe6zxcvXozXX3/d6HjZ2dnw9fVFVlYWBg8ejM2bNxttt3fvXvTp0wcA8OOPPxrMhI8ZMwZ//vkngMLvhW+//dZgjJ9++glvvfUWAKBLly44/LBwXZGCggLUrVsXMTExEAqF+OOPPzBy5Eij8RQUFCAtLU2vKNgrr7yClStXwsbGBvfv34e7u7tBP7VajcDAQMTGxqJp06YGs9ym/gyNycjIQEhICJKTk9GnTx9s3LgRMiNvup09exbdunVDTk4OXnnlFSxfvlx3b/ny5Zg4cSIAYNu2bXjhhRdMPi8lJQVubm4m71PV4Z5XIiJ6okh8feE370cIiy+dFIvh9uqreokrADh0fBamiB/uoQUACIUQlPjFyKFrV3i+/x4AwK5pU0hLmYWpaCJvb0jNFJ0qorx7FzEvD0WqiXNCsw4dwv0Z7xYmrgCgVCJz927cnTgJWmNHCT2FsrNvPpxxtVxk1DfIzr5ZYTE8//zz8PT0hFar1TvLVa1W6xKXMWPGmF16ChQm+0WFn+bMmWM0cQUAe3t7LF68GEBh8lhy+e9vv/2mm0FbtGiR0dnVBg0aYObMmaW+tuDgYJOJKwA4Ozvrlmzevn3b6NJeY+7du4eOHTvi5MmTkEgkWL16tcnEFUCpM6lNmzbVLdndunVrqfs7u3btajJxBQAHBwddgrhz506T+2mLljpLpVKMLVF4LSEhQTf73bhxY3z9tfE3WKZOnaqbET1y5AgulFh18ueffyImJgYA8M4775hMXAHAxsbGoJr15MmTARQmtqbOGv7nn390bzYVzbqW1eLFi5GcnAyZTIY///zTaOIKAG3btsUbb7wBAFizZo3eXt34YrUNunbtavZ5TFxrDiavRET0xJH36IHQI4fht2ABfL6dg5CDB+H57gyDdi4jRsCmdm2D67aNGqHOrp0I2rwJ/r8uRsihf1Hv7BnUWrIEPl/PRtDWLaj162IIix114zd/HsSeppcsVySBgwPUSUnIj7heeuOHEuZ8iwIj+9hSfl8CGPklPD8iAtlHjpQrzidF7P0/YWypsHlaxN5fU2ExiMVijBo1CgCwqtgbEXv37sWDBw8AWLZkeMeOHVA9PL946NChZts2atRI90v7iRMn9O4V7Vv09vY2u/9z3LhxBstzS5OZmYk7d+7g6tWruHLlCq5cuQKx+NFOt//++6/UMa5cuYIOHTogIiICMpkMO3bswOjRo62KIzk5GVFRUXpxODk5AShM6O/cuWO2vyXPK0r6lEql3p9rkaSkJN2y1cGDBxskUYcOHYLy4ZaFiRMnmn0ToCiJA4B9Jc7BLnqGQCAwm+Cb0q5dOzRt2hRA4dJgY4qScDs7O6v/LEoqqqzds2fPUhPLLl26AChMrM+fP6+77lfsDcqi2KjmY/JKRERPJKGdHRyf6w3nQYMgMbEPVuTsjNp/rYXbpImwCQ6GNDQE7lOnImDVSghtbWHbsCHkXbtC4uUFgUgEh04d4TxkCGzrG854SuvUgfvDZXmVTZudbdExPiVl7t5jcC0vIsJk+7xr16x+xpNGpVIgPn5rmfrGx2+p0CrERclpVFQUjh8/DkD/bNfSZg4B4Ny5c7qPXV1dDSq6lvyvqBBO8Vmq/Px8XSXhVq1amU1O3dzcEBQUVGpcN2/exJQpUxAQEAAnJycEBwejcePGaNKkCZo0aYJ+/frp2iYnJ5sd6/jx4+jUqRNiY2Ph4eGBw4cPW1RgCShMyocMGQJXV1d4eHggNDRUL45Zs2ZZHEezZs1KfV6LFi10BZSMJX2rV69GwcMtEMZmKy9fvqz7uH379maf1aFDB93HJas3FxWVCgkJ0dsXao2iRPzatWs4efKk3r34+Hjs3LkTAPDSSy/B2dm5TM8AClcbFMW7bdu2Ur+HBxRbcVP8+3jgwIG6xPfdd99F69at8fXXX+PYsWMWV2amqsfklYiInmpiV1d4vvce6uzeheAdO+Ax9U2ITByhU+pYFiwtk9ar2Eq01tDkGlYylpRY/qd3z9u7MsN5LCgUkXpVha2hViugyImqsFiKn/m6atUqpKam6mbMLD3bNTExsUzPLn7cSFpamm7JrKcFqw1Ka7NmzRo0btwYv/76q0VHkhRf+mnMsmXLdPtsV6xYYXJpdHFarRZTp05Fr169sHnzZqSlpZU7jpIFhkwpSvpu3ryJIyVWOxTNCNapU0fvKJkixavsepfy99XDw0M3g12yOm9SUhIAlDlxBQpnmouW7y5ZskTv3sqVK3Uz/uVdMpyWlqYby1rFv4+dnZ2xZ88ehISEAADCwsLw6aefonPnznBxccGzzz6LhQsXQqGovGOwyHpMXomI6KmlSktDwrf/h6juPRDZtRviv5oNZRl/uQcAmzrBZu+LPdzhN3++wf7ZquLQqZPBNecRw422FTk7w/FhkZinWVkTV11/VcXO4BQlqRs2bMCyZcuQn59v1dmuRb/0CwQCXLp0CZcvX7bov+KFbipSZGQkJkyYAKVSCZlMhpkzZ+LEiRNISEhAXl4etFottFotbt26petT2l7TQYMG6ZK0V1991aBglTGrV6/Gzw+PzQoKCsJPP/2ECxcuIC0tDQUFBbo4is+OlhaHuSW8xQ0fPlxXDKv48tXjx4/rYp80aZLVy6+rmqOjI4YPL/z35O+//9ZVVQag+/6pX78+Ohn5d8gaxRPXQYMGWfw9fPnyZYMKxm3atEFERAS2bNmCiRMn6lYvqFQqnDx5EtOmTUO9evX0VixQ9eJROURE9FRSZysQM3oMCor9Upy2Zg2yjxxB4N8bILZw1kQ3XkYG7k0yP6Pg//PPkAYFwW3cWCT/srhMcZeVvHdv2LdqZXDddexYKO/eQ9r69bqlyGJvb/jPn8cjc1B4fmu5+ovLNotvStGZr5mZmfjss88AWH62KwBdFVitVgtvb+9Sj7ExxsXFBQKBAFqt1qKZXHNtVqxYoVsWu3nzZpPHrFgyE1pk4MCBGDduHIYOHYq4uDh07doVBw8eRKNGjUz2+e233wAUzsadOnXKoCBRWeKwlEwmw+jRo/HLL79g06ZNWLRoEZydnXWJrFgsNjmzXny/Z3x8PGob2cNfJDk5WZf4ldwn6uHhgXv37un2T5fV5MmTsWzZMigUCqxduxaTJ0/G4cOHdefPTpo0qVzjA4WxF33/FRQUoHE5z7IWi8UYNGgQBg0aBKBwFvrAgQNYvnw5Dhw4gPv372Pw4MGIioqCra1tueOn8uHMKxER1XiavDwUxMZCU+Ig+fLI2LxZL3EtooyNRfrD6p3WSNuwAUozSx4dunaF3cOCJi5jxgBSqdXPsJpIBEmdOvB47z14fzELmXv3IevAAWiKLZ0TCIXw/mwmQvbvg+/336PWkiUIObAfds2bV358jwGZLLTMCaxIJIPMPqRC4yk68xUA8h7+fbB0yTBQuEe1SNG+WWtJpVLdUsvw8HCzM5CpqalmCxsV7dl0dXU1ez5o8UI7lhg0aBA2b94MGxsbJCQkoFu3bnr7Q03F0a1bN5OJa1nisFTR0uHc3FysWbMGmZmZuvNUBwwYYHJJcFGRJAA4ffq02WcU34dacj9u0fdFVFRUuRLYNm3a6Ja2FyXfRf+3sbHBuHHjTPa1dGZZIpGgycOjv86cOVPmJcSmeHh4YMSIEdi/f79uJvn+/ftl/vtCFYvJKxER1VhalQoJc+cismMn3OrZCzdat0Fk5y548PnnyL99u1xjK8z8oqc4ecrq8dLWrDV5T+znB78F8x997uIChw7mi6tUCI0Gylu3kDRvHiI7dcb9adMQO/UtRHbugoyHeyWLSHx94dS/Hxw6dYRAzIVZRcRiGby9B5Wpr7f3YIjFFT97PWHCBEilUkilUgQHB6NHjx4W933hhRd0y1nnzZtX6tJXU3r27AkAiIuLM6hcW9zq1avNPqMo8cjLy4PGxNFMGo1GNzNqjf79+2Pr1q2QSqVISkpC9+7dDY6IKRlH8T2RJT148ABbt261Og5LNG3aFO3atQNQuGd37dq1uljM7RHt1q0bJBKJrp+pryEA3dFHAAzeKChaTqvVavHDDz+U7UU8VJSInz9/HkeOHMGmTZsAFL6hYOz81yJ2xaq35+fnm33G4MGDARTu3S0qWlYZevXqpfu4tAJdVDWYvBIRUY2V8M0cpC5bDk1R5UeVCqrERGSs34A7Lw5BTjn2IQkdTCcVQisLNuVeugRVsSqWJdk1aQJhyZlWoWX74cqlKGlQq4FisxOa7Gw8+N/HyLtxo/JjeAL4+40GYO1+QwH8/UZVRjjo378/8vLykJeXh1u3bpV6tmtxderUwZgxYwAAx44dwzvvvAO1mcrVSqUSK1asMDiDdPLkybqZsrffftugABAA3LhxA19++aXZeOrWLSxglpOTgw0bNhht8/7771t0PI4xffv2xfbt22FnZ4fk5GT06NFDV6nWWBzHjx/XVVIuLjs7G8OHD9fNdleGoqTvv//+033dAgICzFZK9vT01M0OXr58WbeUvKRff/0V//zzD4DCM01LzryOGjVKVxV6/vz5WLvW9JtxBQUFJs+kBQqXtjs8/Dd0xIgRuq9ZaYWafHx8dB8b+zMobtq0aXB1dQUATJ8+HYcOHTLbPjY21qCac/FzZ00p+poBhecRU/Vj8kpERDWSKi0N6Rs3mryvzctD/FezkblnD7KPHIH24b45SzkNeMH0vRdM3zMm68BB888aaDiebYMGVj2jVEIhvD75BK4TJljWXq1G+nrjyQLpc3Coi9CQj63qExryMRwcqq+ytDkLFy7ULbtcuHAhmjVrhnnz5uHo0aO4cOECjh07hhUrVuDVV1+Fj48PJkyYoFd8Byhcdjp16lQAhVVyW7ZsiV9++QVnz57FyZMn8fXXX+tmEosSQ2PLQseOHau7PmHCBHz44Yc4cOAAwsLCsHbtWnTp0gU//vgjOnbsWObX27t3b+zcuRP29vZITU1Fjx49DArwFC29VigU6NKlCxYuXIgTJ07g9OnTWLRoEZo1a4Zjx46VK47SDBs2THeETFxcHIDCr0lpb0788MMPusTv66+/Rv/+/bFlyxaEh4djz549GD16NKZMmQIAkMvl+P333w3GkEgkWLduHaRSKTQaDUaNGoUXXngBa9euxblz53D+/Hls2bIF06dPR2BgIPbsMTx2q4hcLsfIkSP1XoclKwRq1aql27O7dOlSrFy5EpcuXcL169dx/fp13VhA4b7r9evXQyKRIDs7Gz179sSwYcPw119/4ezZswgLC8O+ffvw/fffo3fv3ggMDMSKFSv0nrdu3ToEBQWhV69e+P7777F3716Eh4fj1KlTWLt2Lfr06aNbut2mTRvdkUZUvbguiIiIaqSC27dLTUjzb97E/ekzAAAid3f4ffd/kBU7y9Ach04d4Tp+PFJLLDlzfvllOPax7ExIHTN7tYQyGeRGjrhwGTYUqX/8AU1GhmEfR0eI3dxQYGavYEm2TZrAdcxoJC81PCvSFKWZ2WLSFxBQ+KZAZNQ3AMwttRUgNORjXfuaSC6X4+jRoxg/fjy2bduGq1evYsaMGSbbFy1RLunHH39EQkICNmzYgLt37+LNN980eM7GjRsxe/Zs3Lx502ixm1atWuGbb77B//73P+Tm5uK7777Dd999p9emZ8+eWLBggdmCS6Xp3r07du/ejX79+iE9PR29evXCP//8o0uw33rrLfz777/YuXMnHjx4gGnTpun1FwgE+Oijj1CvXr1K2/toZ2eHMWPGYNGiRQAAoVCICRa8GVV0lm3//v0RGRmJXbt2YdeuXQbtfHx8sG3bNpPnAbdt2xb//vsvXn75ZTx48AA7duzAjh07yvRaJk+erJckT5w40aI9rTNnzsSkSZOQnp6OV155Re/euHHj9JYI9+zZEwcPHsTIkSMRGxuLDRs2mJy9BwAnJyeDayqVCgcOHMCBAwdM9mvevDk2b95c46s9Py0480pERDWSxNvbbFJYkjo5GfemvgWVFfuS3F6dBPt2z+ieI3RygrSu9bNl8mL7okpyfuklk/ekIYbFfOzbt0fQ5k2os2c3gndsh8e0tyG0oJKs43PPIWPXLqQUO2qjNBU++/uECwiYgGfa7oaf32iDIk4ikQx+fqPxTNvdNTpxLeLs7IytW7fi5MmTmDx5Mho1agQnJyeIRCI4OjqiUaNGGDFiBJYtW4a4uDjUqlXLYAyxWIz169djw4YN6NmzJ1xdXWFra4vg4GBMmTIF4eHh6N27NzIevkFjLHkAgI8++ggHDhxA//794e7uDolEAm9vb/Ts2RMrVqzAvn37YG9vX+7X3KVLF/zzzz+Qy+XIyMhA7969ceLECd1r2bZtG3777Te0b98ecrkcUqkUAQEBGD58OP7991/MmTOn3DGUpnhBoz59+hj9uhtTt25dXLlyBT///DN69OgBDw8PSCQSuLm54dlnn8V3332Hmzdvljp72KFDB0RFRWHRokXo1asXvL29IZFIYGdnh9DQUIwYMQJ//fUXRowYYXacli1b6qoAi8Vig0TUlIkTJ2Lnzp3o378/fHx8dPt5TenUqROioqKwdOlSDBw4ELVq1YKtrS0kEgk8PT3RoUMHTJ8+HQcOHDBIxOfNm4e1a9fitddeQ9u2bREQEABbW1tIpVL4+/tjwIABWLVqFc6dOwd/f3+L4qfKJ9CWdaf+Y6zoG7C0de5ERFS97r0+BdmHD1vVx/P99+A2cWKp7bRaLaJfHoq8K1cM7vl8/TWch7xo1XPjv5qNtDVr9K4J/Wujzoa1ED/cm1X82XeGDEH+tQiDcbw+mwnXh0vuimjy85H8889IWboMMFGQxfubrxH/yaeP9rmWQuTsjKDt2yDx9LSofU1T3T/LVSoFFDlRUKuyIRI7QGYfUinFmR53BQUFcHJyQl5eHsaMGYPVq1dXd0g12vLlyzHx4b9fW7Zs0R3f8rjJysqCj48PFAoFBg4cWGmFrujpw5lXIiKqsXzmfAP7h8v6LKWMs2wpbM7p00YTVwBIWWb50tsi3jM/hf30T6BwrAWFnReia/XCocC3sGt1DAry9I9yyDl1ymjiCgCJ3801WC4tlErhOWMGvD79xGgfed8+yNq9x+LE1b5tWwSsWvnYJq41gVgsg5NjM7i6Pgsnx2ZMXE3YtGmTrmBPBwuX9D/NlixZAqBwiW/RkUiPo7Vr10KhUAAAXnvttWqOhp4k3PNKREQ1SnpiDi4fjkXyvWzIXW3R+LP58CqIg+L0aeReuQptXi7yo25BGR1ttL+lS2Hzb940ea/g9m1olUoITCxZUxWocX5PNG6cjkdejgq+Ic4IVV2E5rdvIXu4H1J2bz+EWhWixC/h1JZb6DKi3qNnRxmeL1tEm5eH1HXr4TZ2jME915EjIRCKkLJkCZT370Mol8P5pZfgMf0d3Opl+ozMIp4fvA+nwYMhdnEptS1RadLT06FSqUwefxIVFaXbS2tnZ6erikvGHT16VHdW62uvvQbxY3pklVKpxI8//gigsFBTnz59qjkiepI8nn8riIjoiRR/OwPbF1yAMv/R0R03zsaj26j6aPiwGigA5ISFIWbsuMIjYIqR1KoFx37PW/QsiZ+fyXtiLy+TiSsA7F58Cfci0nSf372agli1J1rKA+CYFaO7HhB7CBlOdXDjtAgdh4ZCJCpc8CQJML+PLXvfPqPJKwC4DB8G52FDocnIgFAm08Up8feHyszxFQAg9vBk4koVJioqCl26dMHgwYPRu3dv1K1bF1KpFPHx8Thw4ACWLFmiq1L81Vdf6Srp0iNRUVFQq9W4fPky3n33XQCAo6Mj3n777WqOzDqJiYnIzMxEUlISvv/+e9x8+Obgxx9/bNVRTkSlYfJKREQ1xrH1N/USVwCAFji+MRIhrT1hY1v4Yytj23aDxFXs64vaK1dAaKSiqTEOXbtC4ucH5f37BvdcRpk+nzP2eqpe4lpEI7LBncC+aHb5V73rPvGnkeTRAqoCDUR2hb/EOXTqBKFMBs3DZXUGY5VSZVkgEEBUIhFwHT0K98PCTPYROjhA3t2w6jFReeTk5GDNmjVYU2K/dxGBQIAPPvjAbDXjp5mxyr/z58/XnWH6uPjggw+watUqvWvdunWzuFATkaX4VggREdUIiox8JMZkGb2nzFMj9nphwph14ADSjRyHoHrwAHkRxveRGiMQi1Frye+QFv/lUSKBy6hRcJtkuuDTg8h0k/fSnQx/EZUoFXDxtofU7tH7xQKRCO5vv2VyHIcunc0Hb4Rj377weHcGYGdncE9gYwPf//sWQhn3ZVLFadSoEdasWYNx48ahcePG8PLygkQigVwuR4MGDTB58mSEh4fj22+/5TEjpXByckL79u2xdevWxzrhk0gkCA0NxSeffILt27dz1pUqHGdeiYjosSAQFv7ym7Fjp8k2Gdt3QN6zp8VjSoODEbxjO3IvXoQqJRW2jRuVWsRIKjO9nFiiMpxJTXeqgzb9gwyuu44ciez9B5Bz/rzedaFMZvTonYLoaGTs2AlNdhbsn3kGDl27QlDiF0P3V1+Fy/DhyDl3DnlXr0KdlQWxuwecBg6ExKvwdamSk5H21zrk/hcOkasbnIe8CFn79mZfM5ExdnZ2GDlyJEaWqI5NlntSDv1YuXKl3hmsRJWFySsREdUIMicpvIOdEH87w+CeUCiAu1/hrKGppbYAoMnJKdOz7Zo1s7htaGsvnNp8C2qV4ZE13vFn9D5X2jqizvuTEdray6CtQCKB99ezcWfwi9AWi1ujUCD2jTcRtGUzRHI5ACB17VokzP5ad0xO6qrVsGvdCgG//w5hifMvRXI55N27Q969u8EzC2JiED16NNRJj87Czdy5Ex7T3ob7lCkWfw2IiIiqA+fyiYioxug8vC5EEsMfTRqNFvuWXQUAyMwct2HuXkWxd7RBz1caQiTWj7NWiAOatrKH0MEBAjs7yPv0Rf2t6xHau7HJsdLXb9BLXIsoY2ORvmkTAKAgNlYvcS2Sez4MKUuXWhV74rz5eolrkaSffoYyLs6qsYiIiKoaZ16JiKjGcPN3gEQqglppOKsZfzsT8bcz4PHyS0jfuBEFt2/r3bcJDobzyy9VSlwajRapDxSQSEVw8rBDSCtP+NV1RuT5ROTnKOFX1xm+oS4A2gJff2nxuEn/noLIxL3csHBg/Hhk7NxlkLgWydi+Ax4WViXVarXIPnjQ+E21Gln//gtXM4WqiIiIqhuTVyIiqjEKclTIy1aavJ8ap4B3sC9qr/kTKUuWImv/fgCAvFcvuL06SbfMtiLdOBOP01tvITstHwDgFeSIbmPqw83XAU27+UOt1ODBrXTEXk+FT4izwYysKRqNFhl5NjBVUzRfLINGo0XUiWg4mxrj4RJqdUYGkhf/iszdu6EtKICscyd4vPkmbGrXtu7FEhER1WBMXomIqMawsRPB1kFiMoF19izc3yl2cYHXB+/D64P3KzWee9dScWDlNaBYTZWEO5nYPv8CRn3RDtFXknFsfaQuXju5BF1G1kOdFuaLPgGFiXqsW1u4xl80ej+/RQ9EhSXgdkFttDQxhuzZZ6HOy0PU8DHQ3InUXc/cvgOK4ycQ9PcG3Xm2uVlK2HTvg/y9OwwHEomM7pElIiKqSZi8EhFRjSEUCdGkix/O7Yo2uOcRIIdvqDMK8lS49G8sbl9IAgAENXNHs+61YGNX8T/SLhy8q5e4FsnJLMD5PdG4cOAetJpHDXKzlNi39CqGfmwPNz+HwmvZBbh7NRUCIVC7kRuk9oXVim3sRMgOaoOYzNsIuPcvBA8fpIEQt4IHomGjpog8n4BMx0CohDYQa/TPftUCkD3fH4ffXgzfYolrEXVqKlJWroLqpSk4uSkKSXezAPSBW6s6CL22Bva5Sbq2Hm9NhcTHp5xfLSIiosrF5JWIiGqU1v2CkJ+rwtWjD3QVff3qOqP7uIY4t+sOzu+Ohkb9KGFMupuFW/8l4cX3WsLGtmJ/rKXGma5sHH0pWS9xLaJRa3H16H10HlEPFw7cxemtt3WvQ2wjRMeXQ9Gok9+jRD37RTzw6Qj3lMvQCoRIcm+OfFsX3Ft6BXYOEngnnDNIXAFAAODOqu0QRKeYjDHz+Cn8G9dBrzJyijwUOc9+gi65W2HrKofzkCGQtXvGiq8KERFR9WDySkRENYpQKECnoXXR+vlApN5XQOYshbOXPQ79eR3Xjj8w2iclNhsRJ+LQrEetCo3FycMO2an5Ru9lpeaZ7BdzNQW3LyThxMYoveuqAg0Or7mB6MvJsJPbIKi5Bxp39cO14wLcsy+x1FhbOJMbmHHL5HPUEZegkoeavJ+jlBg90idXJUH2yI9Rp4K/XkRERJWJR+UQEVGNZOdgA796LnD2skdmcq7JxLVIzFXTM5Bl1bSb6eROVWC8AjAAZCbnYe+SKybvR19KQcSJOOz++RLyFSqMnd0etg4So22VEpnJcQqE9ojzbmvyfoJvO5P3ku5lmbxHRERUEzF5JSKiGu9WeGKpbSyt8muN4OYe6PhyaJn20xZf2mxO5LkExN5IN1mkKs67HbQQGL2XVPtZZMsDEBU8yKCNTbfnUNC6p8nnOrhILYqPiIiopuCyYSIiqvHM7T0tEtrGeIVftUqDuKh0aAH41nGGSGJdktusRy007OiLf1dHICqs9CS6LO5cTIadow1yMw33tioc/CB9bTryly6AQKPWXY/17YRY51aAALgb0AtJHs3hmRgOoUYJabtn0eOLIRBcSMLda+kGYwrFAjTo4Fspr4WIiKiyMHklIqIaz8nTzuz9Oi09EdrKy+D6rfBEHPnrBnKzCmc1bR0k6DQsFHXbeFv1fIlUBLmrrVV9rKFRa9C0qx/ObL9jcM/VVwb/KeOxNsIDrnGFyWmyW2PkyB5WB9YCvqFOSI4VIy1gEBq090GL3gEACmeO2w0Kxrmd0bq9r1KZGN3HNICTh/mvKRERUU3D5JWIiGq8Oi08cWabYWIHAL51nfDcq40gEOgvm025n419S69CU6wicF62EgdWRMDZ0x6etR2tiiG4hQf+23/X+uAtIBAAIa29EHU+ESkPHs0yiyRCPPtSCHIzlcgROSLHv6vR/s16BCC4uYfRe636BKJhR1/EXk+DWCJErYauEEtElfEyiIiIKhX3vBIRUY3n4i1Dy+cCDK7LXGzQ6xXDxBUArhy9r5e4FtFqtLhy9L7VMXgHO6Fhx8pZanv7QjLWfn5aL3EFALVSg0N/XIedowQ2tiYSTgHg6qNf1Emr1SJPoYRaXTjbaudgg9DWXghq5sHElYiIHluceSUiosdC+8Eh8K3rguun4pCvUMK3rgsad/IzWaU3M9n0UTaZyblGr2vUGoTvjcHVYw+gSM+HR4AcrfoG6mY1u42uj9qN3HB+9x0k3cu2+jUIREDL52oj4ngcckrsb9WaqO+UnZaPmCspaNzVH+H/xBjcr1XfBTfPxiMvRwXfEGcU5CoRvvcuMpJyYWMrQv0OPmg/qA7ENkxaiYjo8SbQak39uHxy+fv7AwBiY2OrORIiIqosJzZF4YKJZb5Nuvmj87C6BtcPrLyGG6fj9S8KgN4TGyG09aM9tQdXXcP1UyXaWajv5CY4uu4GFBmGxZnM8a7jCLmrHaIvJUOZr4ZQJIBnbTni72QCpfwkd3CRwt7RBk4edmjS1R8+Ic5lir0m4c9yIqKnD2deiYjoidSkix+uHr0PZb5a77pYIkTTrv4G7dMTcnDjjJGEVAuc23lHL3lNjCn7GakxV1NQkKcuvWEJ8bcykRSTjeenNAYEAtg52mDjnPOlJq5A4extdlo+EmOyEBWWiO7jGqB+O58yRE9ERFR9mLwSEdETJz9HiVvhSXD1lSEtPgcFuSoAhZV7Ow+rC2cve4M+cbcyTCaCafE5yM0ugJ2DDQDA3tEGqQ9KP77HGLGNEP71XXDnYrLVfdUqDXb+dAlaLWBjJ7L4LNnitFrgxMYohLbysvrYICIiourE5JWIiJ4oiox8bPk+HBlJ+vtaGzzrg+5jGpjsZyc3vncWKKz6K5E+2jPaqJMfYq+nlSm+0DZeEImEuHc9DaoSs8Jufg7Iz1EiOy3fZP+izT4FudbP3hbJy1Yi/nYG/Oq5lHkMIiKiqsbklYiInijnd0cbJK4AEHEiDs161IKbr4PRfrUaukLmLIUi3TBxDG3jpVelN6SVJ5Jja+O/vXeNVjQ2peVztSGxEeHiv/fg5G6L/BwVCvJUkDlJUa+dN5r3CoBAIMCpzVG4cOCexeOWhVBkWKGZiIioJuN6ISIieqLc/i+pTPdEIiH6vNbYoHqxd7Ajnh0SYtC+3cA66D2pEUTi0n+UuvjIMPj9lvCv54IN35xDxIk4pNxXIDstHwV5ajTvFYBWfQIhEgkhFArQtHstCMWVl1w6uEjhFexUaeMTERFVBs68EhHRE8VcEf2iW8mxWSjIVcOjthySYkfIeAc7Yew3HXD7vyQo0vMhc7bB/Zvp+OvLMxCJhQht7YWWfWpDaieGWqnBkb9uQK3SmHye2EaIl//XGnI3OwgArPjwhOE+VS1wclMUQtt46WKRu9qi98RGOLgywqDglCU8A+UQCARw8bLH7QtJegWiRBIhuo2uD6GQM69ERPR44VE5RET0RDm05jquHXtg9F7vVxshbHc0Uu4XFluS2ovRpl8QmvWoZdA2Oy0Pf885b3Aeq0eAHEPeb4WYKynY89tls7H413dBYkwWCnJVkNiKoDRTZXjAW80Q0MgNQOE5tCKxEAIhcOu/JEALhO2NgcLMXlhTajd2hUeAI9LiFXDysEfDjr5w8rCzepyahj/LiYiePpx5JSKiJ0qb54Nw72oqslLz9K436uSLY+tuIjdLqbuWn6PC8b8jIXOWIqSVp177C/vvGSSuAJB0NwtRYQmlHnfj5u+gV9TJXOIKFO5Bjb6cjJObopAWn6N3z9ZBYlDcyVIxV1JRv70vnnkhuEz9iYiIagomr0RE9ERxcJHi5Y9b4+rR+4i9kQ6pvRj1nvFGTmYBrpqYkb307z2D5DX2hulqwrHX05BZIjkuzsnDDimx2VbFvXfJFeQpVEbv5WUrjV63VFRYosHrIyIietwweSUioieOnYMNWj8fhNbPP7p2YmOkyfZp8QocWnMdt8ISoVFrEdjU3Ww1Xo1Giwc3003e9wl1Mlrx2BxTiWtF0KhN78slIiJ6XDB5JSKip4KLt8zkPWWBRm+fbOS5BL1zXUty8rQ3+6ybZ+KtD7ASFe2lVeapEBmWCLGNCKGtPSEQsGgTERE9Ppi8EhHRUyG0jRfO7LiNnAzDfaxqpeHMpDJfDWcve6Qn6O8/bdW3NvzqOuOcmWdpyrY9tdIk3c3Ckb9u4MrR+8DDMo0HV15Dx6GhaNLFv3qDIyIishDPeSUioqeCRCrCwGkt4BnoqLtmJ5fAI0Buso9aaZiFRp5LgKO7LVx8TM/k1jQRJ+Nw5cijxBUANGotjv51E4kxmdUXGBERkRV4VA4RET110hNyUJCngpufA46tv2mykJMp9dp5o/XzgVjz2elKitAIAfSST4Pbgkfn2FrDztEGg2e0MLusuibiz3IioqcPlw0TEdFTx9nr0Z7V0LZeVievN8/Fw8ZWBIFQAK2m7O8BC4SA1kQtJe86TmjesxaU+Wq4eMsgFALH/47Cg8h0o+3L+lZ0bmYBNn57HoPfawV3f4eyDUJERFQFmLwSEdHTrQyFeLVq4PLh+1b3s5VJYCsTQ63WQpGeD43adMYZfysD++9mQaPS6BJTibRsu31EEqHRfb1FCvLUOLvjNp6f0rRM4xMREVUF7nklIqKnmsDMkTjlJbUX66oWy5ylaNM/CM7eMmSl5JlNXIuolRq9GVVlvvWZdlAzdzwzsE6p7e5cSsY/v19G9OVkq59BRERUFTjzSkRETzXvYCfInGygMFKFuKxsbEVwryXXW+KrSM/HsfU3K+wZlhCKBGja3R/+9VyRlZxjfrZYC9wKT8Kt8CS06B2ADi+GVF2gREREFuDMKxERPdWEQgE6DKmYRE0oEuCV/+uIV+Z2RFq8okLGLA+NWott8y5g3eyzaNG7NsZ89QwsOdr1v/13a0T8RERExTF5JSKip15OZsXMuvqEOCE7PQ8ZibnIzVJWyJgVISU2G/uXX4WjhwxdR9UvPYHVAncucvkwERHVLFw2TERETzWNRosL++9WyFj3b6Tj7znnIRJX3j5ac2QuUijS8o3ei4vKQOoDBRp29IVvqDOun4rDfwfuQqN66k7MIyKixxRnXomI6KmWn6O0eL+rrYNE97GTh53JdupqSAi7j6mPfm+YrxacEJ0JoPCooHaD6qBuW2/jDQVAcHOPig6RiIioXDjzSkRETzUbOzGk9mLk56hKbRvU1A3NegZAIhVh03dh5X52rYau6DqqHsL+icE1K8+aLcnN3wHOnvZmz55NjMlAfo4Slw7FIislD44edrCVSZCn0F/i3LpvoN5ZuERERDUBk1ciInqqiURCBDZ1x43T8aW2jTyfiC6j6qMgV4WcCqhO3H5wHUjtJbh5NqFc47j5yZByPxvXT8dDJBFAlW88eY2+lILstEdJcmZSLgCgVgNXCIQC2MrEqN/eB7UauJYrHiIiosrA5JWIiJ56YhvLdtGoCjRY9u4x2NiKIJIIoFaWfXmwxFYEV28Z7l1PhSpfbXE/J09bZCTm6T53cJUiN0uJf1dfL7Vvton9sLE30vDags4QS0QWx0FERFTVuOeViIieeso8y5NHZZ4aivSCciWuReOs/eKM1QWTApt4YPC7LdB5eF3Ub++NnIyCcldL1mq0iDgZV64xiIiIKhuTVyIieur51XWpludmJufi8NoIOLhILe6Tn6OEb6gLlAVqXD8VD426YopDKdKNz8oSERHVFExeiYjoqVe3rRfc/GQG1wUCQCQWQCiqvKNvcrNUBgWTzPGr5wK1WoMLB+5VaBzu/vIKHY+IiKiicc8rERE99cQ2Igya0RLnd0UjMiwBapUGgU3c0aZfEJw87LB21mmkxedU2vNVBRqL2rn5OyCklSdyMwuQW86lwsXZO9sgqJl7hY1HRERUGZi8EhERAbCVSdBxaCg6Dg01uGfnaFOpyWupBIBfXWc892pjiCUi2MoKi0xZmvSa4+prj+debQKRmIuxiIioZmPySkREVIqMxGpMXAFAC9y/kY5t8/5D814BsJVJgDJudRWKBWjWvRb86jrDTm4Dz9qOFRsrERFRJWHySkREVIJWq0XkuQRcPxWHPIUKuVmW70mtTCn3FTi4MqJcY4ya1Q6O7nYVFBEREVHVYfJKRERUwpG1N3D12IPqDqPCBTRyY+JKRESPLW5wISIiKiY5NqvyElcB0KSLH7qMrFs545shsRVVy3OJiIgqCpNXIiKiYqIvp5i8JyjviTlaoEk3f9jLpfCvX3Vny8qcbTByVjs4unHWlYiIHl9cNkxERFSMuTNdpTIJgpt74Nrxss3MCoTA+tlnoVaVsdpSGfWe1AgOztIqfSYREVFF48wrERFRMSEtPU3OsIa08kS30fXhHexUprG1GlR54goAjm72Vf5MIiKiisbklYiIqBhHdzu0G1TH4LqLtz3a9g8CADTu4lfqOOZmcMvD0d0WA95uhs7D60JgwU9xZy87OLhw1pWIiB5/XDZMRERUQsvnasOvngtunIpDnkIJ37ouqPeMNyRSEQAgtLUnos4nGOyPFQgAB1cpGj7rh+BWHlj/xVloNBU705qTpYR3kBNs7MTQakpvn56Qi39XR6DbmPoQlHvTLhERUfVh8kpERGSEV6AjvAIdjd4TioTo+3oT3ApPwq3/EgEtENTcAyGtPSESFU6HXj12v8ITVwBQ5auRnpgDmZMUEACw4BERJ+PgW9cZ9dv5VHg8REREVYXJKxERURkIRUKEtvFCaBsvo/cLctWV8lyBAJA5SyFzkiKwsZvZ6sjFXT8Vz+SViIgea0xeiYiIKoElR+H41XNGSEtPiCQiuPnJsHluONQq82uBg5t7FM66Aug+tgH2/HYZcVEZpT4rP0dpWeBEREQ1FJNXIiKiSuARIEdIK09EhSXqXReJheg9qRF86jjBTm6jdy+0tSeun443OaZ/fRd0HV1f97md3AYvvtcKCXcykZ6gQGpcDsL3xhjt6xdadefKEhERVQYmr0RERJWk14SG8Kgtx/WTccjNVsKnjhNa9Q00uZe247C6yEzJw4PIdN01eycbNO9RC7UausLdX260n1eQI7yCHKEqUCP6cjJSHyj07tvJJWjWs1aFvS4iIqLqINBqtVV/4Fw18/f3BwDExsZWcyRERESG4m5lIPleFhxcbVG7kSuEIstPtsvLVuLsrjuIOp8AtUqLwCZuaNMvCM5eT9ZZr/xZTkT09GHySkRERI8d/iwnInr6WP5WLhEREREREVE1YfJKRERERERENR6TVyIiIiIiIqrxmLwSERERERFRjcfklYiIiIiIiGo8Jq9ERERERERU4zF5JSIiIiIiohqPySsRERERERHVeExeiYiIiIiIqMZj8kpEREREREQ1HpNXIiIiIiIiqvGYvBIREREREVGNx+SViIiIiIiIajwmr0RERERERFTjMXklIiIiIiKiGo/JKxEREREREdV4Aq1Wq63uIKqajY0N1Go1fHx8qjsUIiIiKoO4uDiIRCIUFBRUdyhERFRFxNUdQHWQSCTVHQIRERGVg0gk4s9zIqKnzFM580pERERERESPF+55JSIiIiIiohqPySsRERERERHVeExeiYiIiIiIqMZj8kpEREREREQ1HpNXIiIiIiIiqvGYvBIREREREVGNx+SViIiIiIiIajwmr0RERERERFTjMXklIiIiIiKiGo/JKxEREREREdV4TF6JiIiIiIioxmPySkRERERERDUek1ciIiIiIiKq8Zi8EhERERERUY3H5JWIiIiIiIhqPCavREREREREVOMxeSUiAMDhw4chEAggEAgQGBhoVd+ifgKBANHR0Xr3oqOj9e4LBAJMnDjR4rFjY2MhEon0+o8fP96q+IYOHarX/+zZsxb3NRZ/8f8cHBwQEBCAfv36Yf78+UhNTTU7Xm5uLk6fPo1ffvkFkyZNQosWLWBjY6Mbb9asWVa9NiIiIqKnhbi6AyCip8+GDRuwYMECODg4lNp2+fLl0Gg0ZX5WUlIStm3bpndt6dKlaNu2bZnHLE6hUEChUODevXvYvXs3vvzySyxevBjDhg0z2t7f37/UBJeIiIiIDDF5JaIqIxaLoVKpkJ2djXXr1mHSpElm22u1WqxYsUKvr7VWrVqFgoICvWvr1q3DvHnzIJPJrB5vy5Ytep9nZWXhwoULWL16NZKTk5GWloaRI0fC3t4eAwYMMOivVqv1Pvf29oZUKkVMTIzVsRARERE9TbhsmIiqTL169RAaGgqgcPazNPv379ctQzaWCFqi6DlisRhjx44FUJhwrlu3rkzjDRo0SO+/MWPG4IcffsD169fRunVrAIBGo8Fbb71lNNl+4YUX8OWXX2Lnzp2Ii4tDXFyc1cugiYiIiJ5GTF6JqEpNmDABAHDmzBlcvXrVbNuixNPFxQUvvvii1c86duwYbty4AQDo168fPvroI929JUuWWD2eOW5ubli1apXu85iYGJw+fdqg3erVqzFz5kz069cP3t7eFRoDERER0ZOMySsRVanx48dDLC7csWBu9jU5OVm3V3XUqFGwtbW1+lnFE9RXXnkFDRo0wDPPPAOgMHm+cuWK1WOa07BhQ4SEhOg+v3TpUoWOT0RERPQ0Y/JKRFXK29sb/fr1AwD8+eefBvtRi/zxxx+6e6XtjTUmPT0dGzduBAB4enrqnvnKK6/o2lT07GvRs4rHQEREREQVg8krEVW5oqNykpOTsXXrVqNtli1bBgBo1aoVmjVrZvUz/vzzT+Tm5gIARo8erZvtHT58OOzs7HRt8vPzrR7bnMTERN3HTk5OFTo2ERER0dOMySsRVbnnn38evr6+AIwvHT516pRuP2xZZl1Ljlt8ttXJyQmDBw8GAKSmpmLTpk1lGt+Y69evIyoqSvd506ZNK2xsIiIioqcdk1ciqnIikUhXYffgwYMGx8QUJZ729vYYOXKk1eOfO3cOFy9eBAC0bt0ajRs31rtfPJm1pOqxJdLS0vSqBteqVQvt27evkLGJiIiIiOe8ElE1mTBhAubMmQONRoPly5fjiy++AABkZ2djw4YNAICXXnoJjo6OVo9dslBTSd27d0dAQADu3r2Lw4cPIyoqSq/QkjkllzlnZ2fj4sWLWL16tW7JsEAgwPz583VLlYmIiIio/PibFRFVizp16qBr1644dOgQVq5cic8//xxCoRB//fUXsrOzAZRtybBCodCd4SqVSjFixAiDNkKhEOPGjcNXX30FrVaLpUuX4ttvv7Vo/KIlx6bI5XL8/PPPZTrah4iIiIhM47JhIqo2RYWb7t69i3379gF4VKipbt266NSpk9Vjrlu3DllZWQCAQYMGwcXFxWi78ePHQyAQAABWrVoFlUpl9bMAwM7ODr6+vujduzfmzp2LqKgojBkzpkxjEREREZFpnHklIgCF+1CLWJPIKZVKk+OUZsiQIXjrrbeQlpaGZcuWwd/fH2fOnAHwKLG1VvElw8X3oJYUHByMzp0748iRI4iPj8eOHTtKnVUFAK1WW6a4iIiIiKh8OPNKRAD0j3XJzMy0uF/RLGcRZ2dni/va2tpi1KhRAIDt27djzpw5AACxWIxx48ZZPE6Ry5cv65JfAOjbty8EAoHJ/44cOaJrW1GFm4iIiIiocjB5JSIAgI+Pj+7jrKwsJCUlWdQvMjJS97GDgwPkcrlVzy2aYS0oKMDatWsBAP3794eXl5dV4wDlS0D/+ecfxMbGlrk/EREREVUuLhsmIgCAh4cHgoODcfv2bQDAoUOHMHTo0FL7FZ+9bNeundXPbd68OVq1aoWwsDDdtbIUasrLy8Mff/yh+/z999+Hvb19qf0OHz6MI0eO6Koef/bZZ1Y/m4iIiIgqH5NXItIZPHgwfvjhBwDAwoUL8fLLL+uKGhmTm5uL3377Ta9/Wbz77rtYsGABAMDR0RF9+vSxeoxNmzYhLS0NANCqVSt89913FvU7ffq07jzW5cuX49NPP4VQyEUpRERERDUNf0MjIp3p06dDJpMBAE6cOIFp06YZFGQqolAoMGbMGN1Mrb+/PyZMmFCm544YMQKnT5/G6dOnsW/fPquKPhWxtFBTSe3atUP9+vUBADExMdi/f7/VzyYiIiKiyseZVyLS8fPzw/LlyzF8+HBotVosWrQI27dvx0svvYTGjRvDwcEBmZmZ+O+//7B+/XrdvlhbW1v8/fffsLW1rZa4IyMjdcuXbWxsMHLkSKv6jxs3Dv/73/8AFCbBzz33XIXHWOTff//Fv//+q3ft6NGjevdLVntu2bIlz40lIiKipx6TVyLSM3ToUDg6OuKVV15BfHw8YmJidEuJjalbty7Wrl2LVq1aVWGU+ooXahowYABcXV2t6j9mzBh88skn0Gg02L59OxITE+Hp6VnRYQIoTFS//vprk/ePHTuGY8eO6V0bN24ck1ciIiJ66nHZMBEZ6NOnD6Kjo7Fy5UoMHz4cISEhcHJyglgshouLC+rXr49x48Zh48aNuHbtWrUmrkqlEqtWrdJ9bs2S4SJ+fn7o1auX0fGIiIiIqGYQaLVabXUHQURERERERGQOZ16JiIiIiIioxmPySkRERERERDUek1ciIiIiIiKq8Zi8EhERERERUY3H5JWIiIiIiIhqPCavREREREREVOMxeSUiIiIiIqIaj8krERERERER1XhMXomIiIiIiKjGY/JKRERERERENR6TVyIiIiIiIqrxmLwSERERERFRjcfklYiIiIiIiGo8Jq9ERERERERU4zF5JSIiIiIiohqPySsRERERERHVeExeiYiIiIiIqMZj8kpEREREREQ1HpNXIiIiIiIiqvGYvBIREREREVGNx+SViIiIiIiIarz/B6NNxyJXQbqoAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 320x320 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 300,
       "width": 471
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.umap(adata, color='louvain')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "456e6fa7",
   "metadata": {},
   "source": [
    "## MSigDB gene sets\n",
    "\n",
    "The Molecular Signatures Database ([MSigDB](http://www.gsea-msigdb.org/gsea/msigdb/)) is a resource containing a collection of gene sets annotated to different biological processes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ed35afbf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>genesymbol</th>\n",
       "      <th>collection</th>\n",
       "      <th>geneset</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>MAFF</td>\n",
       "      <td>chemical_and_genetic_perturbations</td>\n",
       "      <td>BOYAULT_LIVER_CANCER_SUBCLASS_G56_DN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>MAFF</td>\n",
       "      <td>chemical_and_genetic_perturbations</td>\n",
       "      <td>ELVIDGE_HYPOXIA_UP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>MAFF</td>\n",
       "      <td>chemical_and_genetic_perturbations</td>\n",
       "      <td>NUYTTEN_NIPP1_TARGETS_DN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>MAFF</td>\n",
       "      <td>immunesigdb</td>\n",
       "      <td>GSE17721_POLYIC_VS_GARDIQUIMOD_4H_BMDC_DN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>MAFF</td>\n",
       "      <td>chemical_and_genetic_perturbations</td>\n",
       "      <td>SCHAEFFER_PROSTATE_DEVELOPMENT_12HR_UP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3838543</th>\n",
       "      <td>PRAMEF22</td>\n",
       "      <td>go_biological_process</td>\n",
       "      <td>GOBP_POSITIVE_REGULATION_OF_CELL_POPULATION_PR...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3838544</th>\n",
       "      <td>PRAMEF22</td>\n",
       "      <td>go_biological_process</td>\n",
       "      <td>GOBP_APOPTOTIC_PROCESS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3838545</th>\n",
       "      <td>PRAMEF22</td>\n",
       "      <td>go_biological_process</td>\n",
       "      <td>GOBP_REGULATION_OF_CELL_DEATH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3838546</th>\n",
       "      <td>PRAMEF22</td>\n",
       "      <td>go_biological_process</td>\n",
       "      <td>GOBP_NEGATIVE_REGULATION_OF_DEVELOPMENTAL_PROCESS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3838547</th>\n",
       "      <td>PRAMEF22</td>\n",
       "      <td>go_biological_process</td>\n",
       "      <td>GOBP_NEGATIVE_REGULATION_OF_CELL_DEATH</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3838548 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        genesymbol                          collection  \\\n",
       "0             MAFF  chemical_and_genetic_perturbations   \n",
       "1             MAFF  chemical_and_genetic_perturbations   \n",
       "2             MAFF  chemical_and_genetic_perturbations   \n",
       "3             MAFF                         immunesigdb   \n",
       "4             MAFF  chemical_and_genetic_perturbations   \n",
       "...            ...                                 ...   \n",
       "3838543   PRAMEF22               go_biological_process   \n",
       "3838544   PRAMEF22               go_biological_process   \n",
       "3838545   PRAMEF22               go_biological_process   \n",
       "3838546   PRAMEF22               go_biological_process   \n",
       "3838547   PRAMEF22               go_biological_process   \n",
       "\n",
       "                                                   geneset  \n",
       "0                     BOYAULT_LIVER_CANCER_SUBCLASS_G56_DN  \n",
       "1                                       ELVIDGE_HYPOXIA_UP  \n",
       "2                                 NUYTTEN_NIPP1_TARGETS_DN  \n",
       "3                GSE17721_POLYIC_VS_GARDIQUIMOD_4H_BMDC_DN  \n",
       "4                   SCHAEFFER_PROSTATE_DEVELOPMENT_12HR_UP  \n",
       "...                                                    ...  \n",
       "3838543  GOBP_POSITIVE_REGULATION_OF_CELL_POPULATION_PR...  \n",
       "3838544                             GOBP_APOPTOTIC_PROCESS  \n",
       "3838545                      GOBP_REGULATION_OF_CELL_DEATH  \n",
       "3838546  GOBP_NEGATIVE_REGULATION_OF_DEVELOPMENTAL_PROCESS  \n",
       "3838547             GOBP_NEGATIVE_REGULATION_OF_CELL_DEATH  \n",
       "\n",
       "[3838548 rows x 3 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "msigdb = dc.get_resource('MSigDB')\n",
    "msigdb"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d4419a70",
   "metadata": {},
   "source": [
    "As an example, we will use the hallmark gene sets, but we could have used any other such as KEGG or REACTOME. \n",
    "\n",
    "<div class=\"alert alert-info\">\n",
    "\n",
    "**Note**\n",
    "    \n",
    "To see what other collections are available in MSigDB, type: `msigdb['collection'].unique()`.\n",
    "\n",
    "</div>  \n",
    "\n",
    "We can filter by for `hallmark`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "63ab797b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>genesymbol</th>\n",
       "      <th>collection</th>\n",
       "      <th>geneset</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>MAFF</td>\n",
       "      <td>hallmark</td>\n",
       "      <td>HALLMARK_IL2_STAT5_SIGNALING</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>MAFF</td>\n",
       "      <td>hallmark</td>\n",
       "      <td>HALLMARK_COAGULATION</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>MAFF</td>\n",
       "      <td>hallmark</td>\n",
       "      <td>HALLMARK_HYPOXIA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>MAFF</td>\n",
       "      <td>hallmark</td>\n",
       "      <td>HALLMARK_TNFA_SIGNALING_VIA_NFKB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>MAFF</td>\n",
       "      <td>hallmark</td>\n",
       "      <td>HALLMARK_COMPLEMENT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1449668</th>\n",
       "      <td>STXBP1</td>\n",
       "      <td>hallmark</td>\n",
       "      <td>HALLMARK_PANCREAS_BETA_CELLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1450315</th>\n",
       "      <td>ELP4</td>\n",
       "      <td>hallmark</td>\n",
       "      <td>HALLMARK_PANCREAS_BETA_CELLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1450526</th>\n",
       "      <td>GCG</td>\n",
       "      <td>hallmark</td>\n",
       "      <td>HALLMARK_PANCREAS_BETA_CELLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1450731</th>\n",
       "      <td>PCSK2</td>\n",
       "      <td>hallmark</td>\n",
       "      <td>HALLMARK_PANCREAS_BETA_CELLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1450916</th>\n",
       "      <td>PAX6</td>\n",
       "      <td>hallmark</td>\n",
       "      <td>HALLMARK_PANCREAS_BETA_CELLS</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7318 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        genesymbol collection                           geneset\n",
       "233           MAFF   hallmark      HALLMARK_IL2_STAT5_SIGNALING\n",
       "250           MAFF   hallmark              HALLMARK_COAGULATION\n",
       "270           MAFF   hallmark                  HALLMARK_HYPOXIA\n",
       "373           MAFF   hallmark  HALLMARK_TNFA_SIGNALING_VIA_NFKB\n",
       "377           MAFF   hallmark               HALLMARK_COMPLEMENT\n",
       "...            ...        ...                               ...\n",
       "1449668     STXBP1   hallmark      HALLMARK_PANCREAS_BETA_CELLS\n",
       "1450315       ELP4   hallmark      HALLMARK_PANCREAS_BETA_CELLS\n",
       "1450526        GCG   hallmark      HALLMARK_PANCREAS_BETA_CELLS\n",
       "1450731      PCSK2   hallmark      HALLMARK_PANCREAS_BETA_CELLS\n",
       "1450916       PAX6   hallmark      HALLMARK_PANCREAS_BETA_CELLS\n",
       "\n",
       "[7318 rows x 3 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Filter by hallmark\n",
    "msigdb = msigdb[msigdb['collection']=='hallmark']\n",
    "\n",
    "# Remove duplicated entries\n",
    "msigdb = msigdb[~msigdb.duplicated(['geneset', 'genesymbol'])]\n",
    "msigdb"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "abc036e7",
   "metadata": {},
   "source": [
    "For this example we will use the resource MSigDB, but we could have used any other such as GO. To see the list of available resources inside `Omnipath`, run `dc.show_resources()`"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "230069c3",
   "metadata": {},
   "source": [
    "## Enrichment with Over Representation Analysis (ORA)\n",
    "\n",
    "To infer functional enrichment scores we will run the Over Representation Analysis (`ora`) method.\n",
    "As input data it accepts an expression matrix (`decoupler.run_ora`) or the results of differential expression analysis (`decoupler.run_ora_df`).\n",
    "For the former, by default the top 5% of expressed genes by sample are selected as the set of interest (S*), and for the latter a user-defined\n",
    "significance filtering can be used.\n",
    "Once we have S*, it builds a contingency table using set operations for each set stored in the gene set resource being used (`net`).\n",
    "Using the contingency table, `ora` performs a one-sided Fisher exact test to test for significance of overlap between sets.\n",
    "The final score is obtained by log-transforming the obtained p-values, meaning that higher values are more significant.\n",
    "\n",
    "<img src=\"../ora.png\" />\n",
    "     \n",
    "We can run `ora` with a simple one-liner:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "28f80701",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 features of mat are empty, they will be removed.\n",
      "Running ora on mat with 2638 samples and 13713 targets for 50 sources.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 2638/2638 [00:02<00:00, 916.53it/s]\n"
     ]
    }
   ],
   "source": [
    "dc.run_ora(\n",
    "    mat=adata,\n",
    "    net=msigdb,\n",
    "    source='geneset',\n",
    "    target='genesymbol',\n",
    "    verbose=True\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a76f5bb2",
   "metadata": {},
   "source": [
    "The obtained scores (-log10(p-value))(`ora_estimate`) and p-values (`ora_pvals`) are stored in the `.obsm` key:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9c9d230e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>source</th>\n",
       "      <th>HALLMARK_ADIPOGENESIS</th>\n",
       "      <th>HALLMARK_ALLOGRAFT_REJECTION</th>\n",
       "      <th>HALLMARK_ANDROGEN_RESPONSE</th>\n",
       "      <th>HALLMARK_ANGIOGENESIS</th>\n",
       "      <th>HALLMARK_APICAL_JUNCTION</th>\n",
       "      <th>HALLMARK_APICAL_SURFACE</th>\n",
       "      <th>HALLMARK_APOPTOSIS</th>\n",
       "      <th>HALLMARK_BILE_ACID_METABOLISM</th>\n",
       "      <th>HALLMARK_CHOLESTEROL_HOMEOSTASIS</th>\n",
       "      <th>HALLMARK_COAGULATION</th>\n",
       "      <th>...</th>\n",
       "      <th>HALLMARK_PROTEIN_SECRETION</th>\n",
       "      <th>HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY</th>\n",
       "      <th>HALLMARK_SPERMATOGENESIS</th>\n",
       "      <th>HALLMARK_TGF_BETA_SIGNALING</th>\n",
       "      <th>HALLMARK_TNFA_SIGNALING_VIA_NFKB</th>\n",
       "      <th>HALLMARK_UNFOLDED_PROTEIN_RESPONSE</th>\n",
       "      <th>HALLMARK_UV_RESPONSE_DN</th>\n",
       "      <th>HALLMARK_UV_RESPONSE_UP</th>\n",
       "      <th>HALLMARK_WNT_BETA_CATENIN_SIGNALING</th>\n",
       "      <th>HALLMARK_XENOBIOTIC_METABOLISM</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AAACATACAACCAC-1</th>\n",
       "      <td>1.307006</td>\n",
       "      <td>10.029702</td>\n",
       "      <td>0.822139</td>\n",
       "      <td>0.389675</td>\n",
       "      <td>1.670031</td>\n",
       "      <td>0.650245</td>\n",
       "      <td>2.441094</td>\n",
       "      <td>0.337563</td>\n",
       "      <td>0.805206</td>\n",
       "      <td>0.032740</td>\n",
       "      <td>...</td>\n",
       "      <td>0.733962</td>\n",
       "      <td>2.286568</td>\n",
       "      <td>0.354931</td>\n",
       "      <td>2.986336</td>\n",
       "      <td>8.270970</td>\n",
       "      <td>6.424740</td>\n",
       "      <td>0.586324</td>\n",
       "      <td>1.983873</td>\n",
       "      <td>0.164805</td>\n",
       "      <td>0.080157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACATTGAGCTAC-1</th>\n",
       "      <td>1.307006</td>\n",
       "      <td>14.824231</td>\n",
       "      <td>2.152116</td>\n",
       "      <td>0.389675</td>\n",
       "      <td>2.104104</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>0.442704</td>\n",
       "      <td>0.337563</td>\n",
       "      <td>0.457516</td>\n",
       "      <td>0.321093</td>\n",
       "      <td>...</td>\n",
       "      <td>2.496213</td>\n",
       "      <td>1.659624</td>\n",
       "      <td>1.015676</td>\n",
       "      <td>1.659624</td>\n",
       "      <td>3.053600</td>\n",
       "      <td>2.578916</td>\n",
       "      <td>0.346751</td>\n",
       "      <td>0.871448</td>\n",
       "      <td>0.503794</td>\n",
       "      <td>0.080157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACATTGATCAGC-1</th>\n",
       "      <td>3.893118</td>\n",
       "      <td>7.893567</td>\n",
       "      <td>3.312021</td>\n",
       "      <td>0.389675</td>\n",
       "      <td>3.095283</td>\n",
       "      <td>0.650245</td>\n",
       "      <td>5.115631</td>\n",
       "      <td>0.976973</td>\n",
       "      <td>0.805206</td>\n",
       "      <td>0.321093</td>\n",
       "      <td>...</td>\n",
       "      <td>1.087271</td>\n",
       "      <td>3.752012</td>\n",
       "      <td>0.037885</td>\n",
       "      <td>1.114303</td>\n",
       "      <td>7.597478</td>\n",
       "      <td>2.075696</td>\n",
       "      <td>0.888675</td>\n",
       "      <td>4.038435</td>\n",
       "      <td>0.164805</td>\n",
       "      <td>1.087420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACCGTGCTTCCG-1</th>\n",
       "      <td>5.591584</td>\n",
       "      <td>7.893567</td>\n",
       "      <td>2.152116</td>\n",
       "      <td>1.036748</td>\n",
       "      <td>1.670031</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>2.911700</td>\n",
       "      <td>0.143019</td>\n",
       "      <td>1.747025</td>\n",
       "      <td>0.591452</td>\n",
       "      <td>...</td>\n",
       "      <td>1.501986</td>\n",
       "      <td>3.752012</td>\n",
       "      <td>0.354931</td>\n",
       "      <td>1.659624</td>\n",
       "      <td>5.709134</td>\n",
       "      <td>5.000056</td>\n",
       "      <td>0.346751</td>\n",
       "      <td>1.567924</td>\n",
       "      <td>0.164805</td>\n",
       "      <td>1.087420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACCGTGTATGCG-1</th>\n",
       "      <td>0.999733</td>\n",
       "      <td>10.029702</td>\n",
       "      <td>2.707608</td>\n",
       "      <td>1.871866</td>\n",
       "      <td>1.670031</td>\n",
       "      <td>1.948869</td>\n",
       "      <td>0.666121</td>\n",
       "      <td>0.337563</td>\n",
       "      <td>0.805206</td>\n",
       "      <td>0.591452</td>\n",
       "      <td>...</td>\n",
       "      <td>1.973108</td>\n",
       "      <td>1.659624</td>\n",
       "      <td>0.151790</td>\n",
       "      <td>1.114303</td>\n",
       "      <td>1.803915</td>\n",
       "      <td>1.212284</td>\n",
       "      <td>0.586324</td>\n",
       "      <td>0.375221</td>\n",
       "      <td>0.164805</td>\n",
       "      <td>0.179270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTTCGAACTCTCAT-1</th>\n",
       "      <td>3.382339</td>\n",
       "      <td>9.297059</td>\n",
       "      <td>1.204403</td>\n",
       "      <td>1.036748</td>\n",
       "      <td>2.580035</td>\n",
       "      <td>0.224257</td>\n",
       "      <td>10.804691</td>\n",
       "      <td>0.143019</td>\n",
       "      <td>2.324194</td>\n",
       "      <td>1.359530</td>\n",
       "      <td>...</td>\n",
       "      <td>3.683543</td>\n",
       "      <td>3.752012</td>\n",
       "      <td>0.151790</td>\n",
       "      <td>2.286568</td>\n",
       "      <td>5.709134</td>\n",
       "      <td>2.075696</td>\n",
       "      <td>0.586324</td>\n",
       "      <td>4.639190</td>\n",
       "      <td>0.164805</td>\n",
       "      <td>1.087420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTTCTACTGAGGCA-1</th>\n",
       "      <td>6.851412</td>\n",
       "      <td>4.777953</td>\n",
       "      <td>6.964458</td>\n",
       "      <td>1.036748</td>\n",
       "      <td>1.670031</td>\n",
       "      <td>0.650245</td>\n",
       "      <td>2.006126</td>\n",
       "      <td>0.035215</td>\n",
       "      <td>0.457516</td>\n",
       "      <td>1.359530</td>\n",
       "      <td>...</td>\n",
       "      <td>3.683543</td>\n",
       "      <td>1.659624</td>\n",
       "      <td>0.151790</td>\n",
       "      <td>2.286568</td>\n",
       "      <td>2.188676</td>\n",
       "      <td>8.792837</td>\n",
       "      <td>0.172992</td>\n",
       "      <td>2.441252</td>\n",
       "      <td>0.164805</td>\n",
       "      <td>0.080157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTTCTACTTCCTCG-1</th>\n",
       "      <td>1.652714</td>\n",
       "      <td>7.224005</td>\n",
       "      <td>2.152116</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>1.670031</td>\n",
       "      <td>1.235034</td>\n",
       "      <td>2.441094</td>\n",
       "      <td>0.337563</td>\n",
       "      <td>1.238111</td>\n",
       "      <td>0.134773</td>\n",
       "      <td>...</td>\n",
       "      <td>1.087271</td>\n",
       "      <td>0.661862</td>\n",
       "      <td>0.151790</td>\n",
       "      <td>1.659624</td>\n",
       "      <td>8.965328</td>\n",
       "      <td>3.125529</td>\n",
       "      <td>0.064563</td>\n",
       "      <td>4.639190</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>0.329247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTTGCATGAGAGGC-1</th>\n",
       "      <td>2.034900</td>\n",
       "      <td>5.352930</td>\n",
       "      <td>1.204403</td>\n",
       "      <td>1.036748</td>\n",
       "      <td>0.939005</td>\n",
       "      <td>1.235034</td>\n",
       "      <td>0.267770</td>\n",
       "      <td>0.617706</td>\n",
       "      <td>0.805206</td>\n",
       "      <td>0.134773</td>\n",
       "      <td>...</td>\n",
       "      <td>0.733962</td>\n",
       "      <td>2.286568</td>\n",
       "      <td>0.151790</td>\n",
       "      <td>0.661862</td>\n",
       "      <td>3.530830</td>\n",
       "      <td>5.696068</td>\n",
       "      <td>0.346751</td>\n",
       "      <td>2.441252</td>\n",
       "      <td>0.164805</td>\n",
       "      <td>0.329247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTTGCATGCCTCAC-1</th>\n",
       "      <td>1.307006</td>\n",
       "      <td>10.029702</td>\n",
       "      <td>0.508632</td>\n",
       "      <td>0.389675</td>\n",
       "      <td>1.670031</td>\n",
       "      <td>0.650245</td>\n",
       "      <td>3.416073</td>\n",
       "      <td>0.976973</td>\n",
       "      <td>0.457516</td>\n",
       "      <td>0.134773</td>\n",
       "      <td>...</td>\n",
       "      <td>0.232568</td>\n",
       "      <td>2.286568</td>\n",
       "      <td>0.037885</td>\n",
       "      <td>1.659624</td>\n",
       "      <td>3.530830</td>\n",
       "      <td>5.000056</td>\n",
       "      <td>0.888675</td>\n",
       "      <td>4.038435</td>\n",
       "      <td>0.164805</td>\n",
       "      <td>0.080157</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2638 rows × 50 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "source            HALLMARK_ADIPOGENESIS  HALLMARK_ALLOGRAFT_REJECTION  \\\n",
       "AAACATACAACCAC-1               1.307006                     10.029702   \n",
       "AAACATTGAGCTAC-1               1.307006                     14.824231   \n",
       "AAACATTGATCAGC-1               3.893118                      7.893567   \n",
       "AAACCGTGCTTCCG-1               5.591584                      7.893567   \n",
       "AAACCGTGTATGCG-1               0.999733                     10.029702   \n",
       "...                                 ...                           ...   \n",
       "TTTCGAACTCTCAT-1               3.382339                      9.297059   \n",
       "TTTCTACTGAGGCA-1               6.851412                      4.777953   \n",
       "TTTCTACTTCCTCG-1               1.652714                      7.224005   \n",
       "TTTGCATGAGAGGC-1               2.034900                      5.352930   \n",
       "TTTGCATGCCTCAC-1               1.307006                     10.029702   \n",
       "\n",
       "source            HALLMARK_ANDROGEN_RESPONSE  HALLMARK_ANGIOGENESIS  \\\n",
       "AAACATACAACCAC-1                    0.822139               0.389675   \n",
       "AAACATTGAGCTAC-1                    2.152116               0.389675   \n",
       "AAACATTGATCAGC-1                    3.312021               0.389675   \n",
       "AAACCGTGCTTCCG-1                    2.152116               1.036748   \n",
       "AAACCGTGTATGCG-1                    2.707608               1.871866   \n",
       "...                                      ...                    ...   \n",
       "TTTCGAACTCTCAT-1                    1.204403               1.036748   \n",
       "TTTCTACTGAGGCA-1                    6.964458               1.036748   \n",
       "TTTCTACTTCCTCG-1                    2.152116              -0.000000   \n",
       "TTTGCATGAGAGGC-1                    1.204403               1.036748   \n",
       "TTTGCATGCCTCAC-1                    0.508632               0.389675   \n",
       "\n",
       "source            HALLMARK_APICAL_JUNCTION  HALLMARK_APICAL_SURFACE  \\\n",
       "AAACATACAACCAC-1                  1.670031                 0.650245   \n",
       "AAACATTGAGCTAC-1                  2.104104                -0.000000   \n",
       "AAACATTGATCAGC-1                  3.095283                 0.650245   \n",
       "AAACCGTGCTTCCG-1                  1.670031                -0.000000   \n",
       "AAACCGTGTATGCG-1                  1.670031                 1.948869   \n",
       "...                                    ...                      ...   \n",
       "TTTCGAACTCTCAT-1                  2.580035                 0.224257   \n",
       "TTTCTACTGAGGCA-1                  1.670031                 0.650245   \n",
       "TTTCTACTTCCTCG-1                  1.670031                 1.235034   \n",
       "TTTGCATGAGAGGC-1                  0.939005                 1.235034   \n",
       "TTTGCATGCCTCAC-1                  1.670031                 0.650245   \n",
       "\n",
       "source            HALLMARK_APOPTOSIS  HALLMARK_BILE_ACID_METABOLISM  \\\n",
       "AAACATACAACCAC-1            2.441094                       0.337563   \n",
       "AAACATTGAGCTAC-1            0.442704                       0.337563   \n",
       "AAACATTGATCAGC-1            5.115631                       0.976973   \n",
       "AAACCGTGCTTCCG-1            2.911700                       0.143019   \n",
       "AAACCGTGTATGCG-1            0.666121                       0.337563   \n",
       "...                              ...                            ...   \n",
       "TTTCGAACTCTCAT-1           10.804691                       0.143019   \n",
       "TTTCTACTGAGGCA-1            2.006126                       0.035215   \n",
       "TTTCTACTTCCTCG-1            2.441094                       0.337563   \n",
       "TTTGCATGAGAGGC-1            0.267770                       0.617706   \n",
       "TTTGCATGCCTCAC-1            3.416073                       0.976973   \n",
       "\n",
       "source            HALLMARK_CHOLESTEROL_HOMEOSTASIS  HALLMARK_COAGULATION  ...  \\\n",
       "AAACATACAACCAC-1                          0.805206              0.032740  ...   \n",
       "AAACATTGAGCTAC-1                          0.457516              0.321093  ...   \n",
       "AAACATTGATCAGC-1                          0.805206              0.321093  ...   \n",
       "AAACCGTGCTTCCG-1                          1.747025              0.591452  ...   \n",
       "AAACCGTGTATGCG-1                          0.805206              0.591452  ...   \n",
       "...                                            ...                   ...  ...   \n",
       "TTTCGAACTCTCAT-1                          2.324194              1.359530  ...   \n",
       "TTTCTACTGAGGCA-1                          0.457516              1.359530  ...   \n",
       "TTTCTACTTCCTCG-1                          1.238111              0.134773  ...   \n",
       "TTTGCATGAGAGGC-1                          0.805206              0.134773  ...   \n",
       "TTTGCATGCCTCAC-1                          0.457516              0.134773  ...   \n",
       "\n",
       "source            HALLMARK_PROTEIN_SECRETION  \\\n",
       "AAACATACAACCAC-1                    0.733962   \n",
       "AAACATTGAGCTAC-1                    2.496213   \n",
       "AAACATTGATCAGC-1                    1.087271   \n",
       "AAACCGTGCTTCCG-1                    1.501986   \n",
       "AAACCGTGTATGCG-1                    1.973108   \n",
       "...                                      ...   \n",
       "TTTCGAACTCTCAT-1                    3.683543   \n",
       "TTTCTACTGAGGCA-1                    3.683543   \n",
       "TTTCTACTTCCTCG-1                    1.087271   \n",
       "TTTGCATGAGAGGC-1                    0.733962   \n",
       "TTTGCATGCCTCAC-1                    0.232568   \n",
       "\n",
       "source            HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY  \\\n",
       "AAACATACAACCAC-1                                  2.286568   \n",
       "AAACATTGAGCTAC-1                                  1.659624   \n",
       "AAACATTGATCAGC-1                                  3.752012   \n",
       "AAACCGTGCTTCCG-1                                  3.752012   \n",
       "AAACCGTGTATGCG-1                                  1.659624   \n",
       "...                                                    ...   \n",
       "TTTCGAACTCTCAT-1                                  3.752012   \n",
       "TTTCTACTGAGGCA-1                                  1.659624   \n",
       "TTTCTACTTCCTCG-1                                  0.661862   \n",
       "TTTGCATGAGAGGC-1                                  2.286568   \n",
       "TTTGCATGCCTCAC-1                                  2.286568   \n",
       "\n",
       "source            HALLMARK_SPERMATOGENESIS  HALLMARK_TGF_BETA_SIGNALING  \\\n",
       "AAACATACAACCAC-1                  0.354931                     2.986336   \n",
       "AAACATTGAGCTAC-1                  1.015676                     1.659624   \n",
       "AAACATTGATCAGC-1                  0.037885                     1.114303   \n",
       "AAACCGTGCTTCCG-1                  0.354931                     1.659624   \n",
       "AAACCGTGTATGCG-1                  0.151790                     1.114303   \n",
       "...                                    ...                          ...   \n",
       "TTTCGAACTCTCAT-1                  0.151790                     2.286568   \n",
       "TTTCTACTGAGGCA-1                  0.151790                     2.286568   \n",
       "TTTCTACTTCCTCG-1                  0.151790                     1.659624   \n",
       "TTTGCATGAGAGGC-1                  0.151790                     0.661862   \n",
       "TTTGCATGCCTCAC-1                  0.037885                     1.659624   \n",
       "\n",
       "source            HALLMARK_TNFA_SIGNALING_VIA_NFKB  \\\n",
       "AAACATACAACCAC-1                          8.270970   \n",
       "AAACATTGAGCTAC-1                          3.053600   \n",
       "AAACATTGATCAGC-1                          7.597478   \n",
       "AAACCGTGCTTCCG-1                          5.709134   \n",
       "AAACCGTGTATGCG-1                          1.803915   \n",
       "...                                            ...   \n",
       "TTTCGAACTCTCAT-1                          5.709134   \n",
       "TTTCTACTGAGGCA-1                          2.188676   \n",
       "TTTCTACTTCCTCG-1                          8.965328   \n",
       "TTTGCATGAGAGGC-1                          3.530830   \n",
       "TTTGCATGCCTCAC-1                          3.530830   \n",
       "\n",
       "source            HALLMARK_UNFOLDED_PROTEIN_RESPONSE  HALLMARK_UV_RESPONSE_DN  \\\n",
       "AAACATACAACCAC-1                            6.424740                 0.586324   \n",
       "AAACATTGAGCTAC-1                            2.578916                 0.346751   \n",
       "AAACATTGATCAGC-1                            2.075696                 0.888675   \n",
       "AAACCGTGCTTCCG-1                            5.000056                 0.346751   \n",
       "AAACCGTGTATGCG-1                            1.212284                 0.586324   \n",
       "...                                              ...                      ...   \n",
       "TTTCGAACTCTCAT-1                            2.075696                 0.586324   \n",
       "TTTCTACTGAGGCA-1                            8.792837                 0.172992   \n",
       "TTTCTACTTCCTCG-1                            3.125529                 0.064563   \n",
       "TTTGCATGAGAGGC-1                            5.696068                 0.346751   \n",
       "TTTGCATGCCTCAC-1                            5.000056                 0.888675   \n",
       "\n",
       "source            HALLMARK_UV_RESPONSE_UP  \\\n",
       "AAACATACAACCAC-1                 1.983873   \n",
       "AAACATTGAGCTAC-1                 0.871448   \n",
       "AAACATTGATCAGC-1                 4.038435   \n",
       "AAACCGTGCTTCCG-1                 1.567924   \n",
       "AAACCGTGTATGCG-1                 0.375221   \n",
       "...                                   ...   \n",
       "TTTCGAACTCTCAT-1                 4.639190   \n",
       "TTTCTACTGAGGCA-1                 2.441252   \n",
       "TTTCTACTTCCTCG-1                 4.639190   \n",
       "TTTGCATGAGAGGC-1                 2.441252   \n",
       "TTTGCATGCCTCAC-1                 4.038435   \n",
       "\n",
       "source            HALLMARK_WNT_BETA_CATENIN_SIGNALING  \\\n",
       "AAACATACAACCAC-1                             0.164805   \n",
       "AAACATTGAGCTAC-1                             0.503794   \n",
       "AAACATTGATCAGC-1                             0.164805   \n",
       "AAACCGTGCTTCCG-1                             0.164805   \n",
       "AAACCGTGTATGCG-1                             0.164805   \n",
       "...                                               ...   \n",
       "TTTCGAACTCTCAT-1                             0.164805   \n",
       "TTTCTACTGAGGCA-1                             0.164805   \n",
       "TTTCTACTTCCTCG-1                            -0.000000   \n",
       "TTTGCATGAGAGGC-1                             0.164805   \n",
       "TTTGCATGCCTCAC-1                             0.164805   \n",
       "\n",
       "source            HALLMARK_XENOBIOTIC_METABOLISM  \n",
       "AAACATACAACCAC-1                        0.080157  \n",
       "AAACATTGAGCTAC-1                        0.080157  \n",
       "AAACATTGATCAGC-1                        1.087420  \n",
       "AAACCGTGCTTCCG-1                        1.087420  \n",
       "AAACCGTGTATGCG-1                        0.179270  \n",
       "...                                          ...  \n",
       "TTTCGAACTCTCAT-1                        1.087420  \n",
       "TTTCTACTGAGGCA-1                        0.080157  \n",
       "TTTCTACTTCCTCG-1                        0.329247  \n",
       "TTTGCATGAGAGGC-1                        0.329247  \n",
       "TTTGCATGCCTCAC-1                        0.080157  \n",
       "\n",
       "[2638 rows x 50 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata.obsm['ora_estimate']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "342fefce",
   "metadata": {},
   "source": [
    "## Visualization\n",
    "\n",
    "To visualize the obtianed scores, we can re-use many of `scanpy`'s plotting functions.\n",
    "First though, we need to extract them from the `adata` object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "631022a6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 2638 × 50\n",
       "    obs: 'n_genes', 'percent_mito', 'n_counts', 'louvain'\n",
       "    uns: 'draw_graph', 'louvain', 'louvain_colors', 'neighbors', 'pca', 'rank_genes_groups'\n",
       "    obsm: 'X_pca', 'X_tsne', 'X_umap', 'X_draw_graph_fr', 'ora_estimate', 'ora_pvals'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "acts = dc.get_acts(adata, obsm_key='ora_estimate')\n",
    "\n",
    "# We need to remove inf and set them to the maximum value observed\n",
    "acts_v = acts.X.ravel()\n",
    "max_e = np.nanmax(acts_v[np.isfinite(acts_v)])\n",
    "acts.X[~np.isfinite(acts.X)] = max_e\n",
    "\n",
    "acts"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0d8de784",
   "metadata": {},
   "source": [
    "`dc.get_acts` returns a new `AnnData` object which holds the obtained activities in its `.X` attribute, allowing us to re-use many `scanpy` functions, for example:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "baad01ca",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/badi/miniconda3/envs/dcp39/lib/python3.9/site-packages/scanpy/plotting/_tools/scatterplots.py:392: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n",
      "  cax = scatter(\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 772.8x320 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 303,
       "width": 811
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 372.24x320 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 431,
       "width": 277
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.umap(acts, color=['HALLMARK_COAGULATION', 'louvain'], cmap='RdBu_r')\n",
    "sc.pl.violin(acts, keys=['HALLMARK_COAGULATION'], groupby='louvain', rotation=90)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "71f38076",
   "metadata": {},
   "source": [
    "The cells highlighted seem to be enriched by coagulation."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "987c3ea7",
   "metadata": {},
   "source": [
    "## Exploration\n",
    "\n",
    "Let's identify which are the top gene sets per cell type. We can do it by using the function `dc.rank_sources_groups`, which identifies marker gene sets using the same statistical tests available in scanpy's `scanpy.tl.rank_genes_groups`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "e7314c36",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>group</th>\n",
       "      <th>reference</th>\n",
       "      <th>names</th>\n",
       "      <th>statistic</th>\n",
       "      <th>meanchange</th>\n",
       "      <th>pvals</th>\n",
       "      <th>pvals_adj</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>B cells</td>\n",
       "      <td>rest</td>\n",
       "      <td>HALLMARK_KRAS_SIGNALING_DN</td>\n",
       "      <td>8.300668</td>\n",
       "      <td>0.171902</td>\n",
       "      <td>6.620000e-16</td>\n",
       "      <td>3.009091e-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>B cells</td>\n",
       "      <td>rest</td>\n",
       "      <td>HALLMARK_HEDGEHOG_SIGNALING</td>\n",
       "      <td>2.108226</td>\n",
       "      <td>0.027850</td>\n",
       "      <td>3.538195e-02</td>\n",
       "      <td>5.528430e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>B cells</td>\n",
       "      <td>rest</td>\n",
       "      <td>HALLMARK_MYOGENESIS</td>\n",
       "      <td>1.896726</td>\n",
       "      <td>0.074938</td>\n",
       "      <td>5.829358e-02</td>\n",
       "      <td>8.327655e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>B cells</td>\n",
       "      <td>rest</td>\n",
       "      <td>HALLMARK_ALLOGRAFT_REJECTION</td>\n",
       "      <td>0.968864</td>\n",
       "      <td>0.204067</td>\n",
       "      <td>3.329577e-01</td>\n",
       "      <td>4.161971e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>B cells</td>\n",
       "      <td>rest</td>\n",
       "      <td>HALLMARK_SPERMATOGENESIS</td>\n",
       "      <td>0.521071</td>\n",
       "      <td>0.009809</td>\n",
       "      <td>6.024869e-01</td>\n",
       "      <td>6.846442e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>NK cells</td>\n",
       "      <td>rest</td>\n",
       "      <td>HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY</td>\n",
       "      <td>-3.210821</td>\n",
       "      <td>-0.487032</td>\n",
       "      <td>1.466372e-03</td>\n",
       "      <td>6.109882e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>NK cells</td>\n",
       "      <td>rest</td>\n",
       "      <td>HALLMARK_UV_RESPONSE_UP</td>\n",
       "      <td>-3.215664</td>\n",
       "      <td>-0.479964</td>\n",
       "      <td>1.447535e-03</td>\n",
       "      <td>6.109882e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>NK cells</td>\n",
       "      <td>rest</td>\n",
       "      <td>HALLMARK_ANGIOGENESIS</td>\n",
       "      <td>-3.911384</td>\n",
       "      <td>-0.256110</td>\n",
       "      <td>1.214908e-04</td>\n",
       "      <td>8.677915e-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>NK cells</td>\n",
       "      <td>rest</td>\n",
       "      <td>HALLMARK_IL6_JAK_STAT3_SIGNALING</td>\n",
       "      <td>-4.133565</td>\n",
       "      <td>-0.324985</td>\n",
       "      <td>4.637187e-05</td>\n",
       "      <td>3.864322e-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>NK cells</td>\n",
       "      <td>rest</td>\n",
       "      <td>HALLMARK_TNFA_SIGNALING_VIA_NFKB</td>\n",
       "      <td>-5.326771</td>\n",
       "      <td>-1.326010</td>\n",
       "      <td>2.021269e-07</td>\n",
       "      <td>5.053172e-06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        group reference                                     names  statistic  \\\n",
       "0     B cells      rest                HALLMARK_KRAS_SIGNALING_DN   8.300668   \n",
       "1     B cells      rest               HALLMARK_HEDGEHOG_SIGNALING   2.108226   \n",
       "2     B cells      rest                       HALLMARK_MYOGENESIS   1.896726   \n",
       "3     B cells      rest              HALLMARK_ALLOGRAFT_REJECTION   0.968864   \n",
       "4     B cells      rest                  HALLMARK_SPERMATOGENESIS   0.521071   \n",
       "..        ...       ...                                       ...        ...   \n",
       "395  NK cells      rest  HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY  -3.210821   \n",
       "396  NK cells      rest                   HALLMARK_UV_RESPONSE_UP  -3.215664   \n",
       "397  NK cells      rest                     HALLMARK_ANGIOGENESIS  -3.911384   \n",
       "398  NK cells      rest          HALLMARK_IL6_JAK_STAT3_SIGNALING  -4.133565   \n",
       "399  NK cells      rest          HALLMARK_TNFA_SIGNALING_VIA_NFKB  -5.326771   \n",
       "\n",
       "     meanchange         pvals     pvals_adj  \n",
       "0      0.171902  6.620000e-16  3.009091e-15  \n",
       "1      0.027850  3.538195e-02  5.528430e-02  \n",
       "2      0.074938  5.829358e-02  8.327655e-02  \n",
       "3      0.204067  3.329577e-01  4.161971e-01  \n",
       "4      0.009809  6.024869e-01  6.846442e-01  \n",
       "..          ...           ...           ...  \n",
       "395   -0.487032  1.466372e-03  6.109882e-03  \n",
       "396   -0.479964  1.447535e-03  6.109882e-03  \n",
       "397   -0.256110  1.214908e-04  8.677915e-04  \n",
       "398   -0.324985  4.637187e-05  3.864322e-04  \n",
       "399   -1.326010  2.021269e-07  5.053172e-06  \n",
       "\n",
       "[400 rows x 7 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = dc.rank_sources_groups(acts, groupby='louvain', reference='rest', method='t-test_overestim_var')\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9f8a8f43",
   "metadata": {},
   "source": [
    "We can then extract the top 3 markers per cell type:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "9c7ecc46",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'B cells': ['HALLMARK_KRAS_SIGNALING_DN',\n",
       "  'HALLMARK_HEDGEHOG_SIGNALING',\n",
       "  'HALLMARK_MYOGENESIS'],\n",
       " 'CD14+ Monocytes': ['HALLMARK_COMPLEMENT',\n",
       "  'HALLMARK_COAGULATION',\n",
       "  'HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION'],\n",
       " 'CD4 T cells': ['HALLMARK_WNT_BETA_CATENIN_SIGNALING',\n",
       "  'HALLMARK_MYC_TARGETS_V1',\n",
       "  'HALLMARK_MYC_TARGETS_V2'],\n",
       " 'CD8 T cells': ['HALLMARK_ALLOGRAFT_REJECTION',\n",
       "  'HALLMARK_MYC_TARGETS_V2',\n",
       "  'HALLMARK_PI3K_AKT_MTOR_SIGNALING'],\n",
       " 'Dendritic cells': ['HALLMARK_OXIDATIVE_PHOSPHORYLATION',\n",
       "  'HALLMARK_MYC_TARGETS_V1',\n",
       "  'HALLMARK_ALLOGRAFT_REJECTION'],\n",
       " 'FCGR3A+ Monocytes': ['HALLMARK_COMPLEMENT',\n",
       "  'HALLMARK_COAGULATION',\n",
       "  'HALLMARK_INTERFERON_GAMMA_RESPONSE'],\n",
       " 'Megakaryocytes': ['HALLMARK_COAGULATION',\n",
       "  'HALLMARK_ANGIOGENESIS',\n",
       "  'HALLMARK_MYOGENESIS'],\n",
       " 'NK cells': ['HALLMARK_ALLOGRAFT_REJECTION',\n",
       "  'HALLMARK_INTERFERON_GAMMA_RESPONSE',\n",
       "  'HALLMARK_INTERFERON_ALPHA_RESPONSE']}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n_markers = 3\n",
    "source_markers = df.groupby('group').head(n_markers).groupby('group')['names'].apply(lambda x: list(x)).to_dict()\n",
    "source_markers"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c75f41af-d632-49b4-b5b2-600e1e6b30d7",
   "metadata": {},
   "source": [
    "We can plot the obtained markers:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "56295850-5b99-408b-bb09-79d82edc2a3b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: dendrogram data not found (using key=dendrogram_louvain). Running `sc.tl.dendrogram` with default parameters. For fine tuning it is recommended to run `sc.tl.dendrogram` independently.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 894.4x304 with 5 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 710,
       "width": 869
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.matrixplot(acts, source_markers, 'louvain', dendrogram=True, standard_scale='var',\n",
    "                 colorbar_title='Z-scaled scores', cmap='RdBu_r')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b7566e44",
   "metadata": {},
   "source": [
    "In this specific example, we can observe that myeloid cell types are enriched by the complement's system genes and megakaryocytes are enriched by coagulation genes."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f75e1467",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-info\">\n",
    "\n",
    "**Note**\n",
    "    \n",
    "If your data consist of different conditions with enough samples, we recommend to work with pseudo-bulk profiles instead. Check this\n",
    "[vignette](https://decoupler-py.readthedocs.io/en/latest/notebooks/pseudobulk.html) for more informatin.\n",
    "\n",
    "</div>"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "dcp39",
   "language": "python",
   "name": "dcp39"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
